#Data preparation

Dataset - German Housing Data

Origin data set cleaned:

Variable rooms, bathrooms, bedrooms, floors, garages, Year_built, Year_renovated changed from decimal to integer Subset with buildings up to 20 rooms for our analysis created Rooms with .5 rounded up Levels of the variable Energy_source and Garagetype transformed.

Load of the cleaned dataset

data <- read.csv('german_housing_cleaned.csv',header =T, encoding='UTF-8')
head(data)
##     Price              Type Living_space Lot Rooms Bedrooms Bathrooms Floors
## 1  498000 Multiple dwelling       106.00 229     5        3         1      2
## 2  495000 Mid-terrace house       140.93 517     6        3         2     NA
## 3  749000         Farmhouse       162.89  82     5        3         2      4
## 4  259000         Farmhouse       140.00 814     4       NA         2      2
## 5  469000 Multiple dwelling       115.00 244     4        2         1     NA
## 6 1400000 Mid-terrace house       310.00 860     8       NA        NA      3
##   Year_built Furnishing_quality Year_renovated   Condition         Heating
## 1       2005             normal             NA refurbished central heating
## 2       1994              basic             NA refurbished   stove heating
## 3       2013                                NA dilapidated   stove heating
## 4       1900              basic           2000 fixer-upper central heating
## 5       1968            refined           2019 refurbished central heating
## 6       1969              basic             NA  maintained                
##      Energy_source Energy_efficiency_class             State              City
## 1      natural gas                       D Baden-Württemberg     Bodenseekreis
## 2                                          Baden-Württemberg  Konstanz (Kreis)
## 3 district heating                       B Baden-Württemberg Esslingen (Kreis)
## 4      electricity                       G Baden-Württemberg  Waldshut (Kreis)
## 5              oil                       F Baden-Württemberg Esslingen (Kreis)
## 6              oil                         Baden-Württemberg         Stuttgart
##                     Place Garages  Garagetype
## 1             Bermatingen       2 Parking lot
## 2                   Engen       7 Parking lot
## 3              Ostfildern       1      Garage
## 4 Bonndorf im Schwarzwald       1      Garage
## 5 Leinfelden-Echterdingen       1      Garage
## 6                     Süd       2      Garage

Inspection of all variables

str(data)
summary(data)
colnames(data)
apply(data,2,function(x) sum(is.na(x)))

Analysis of the distribution of the variables: ‘Price’, ‘Living_space’, ‘Rooms’ and ‘Lot’

par(mfrow = c(2,2))

#Price
plot(density(data$Price))

#Living_space
plot(density(data$Living_space))

#Rooms
hist(data$Rooms)

#Lot
plot(density(data$Lot))

Result: The variables are right skewed

Log Transformation of variables

Therefore we will use the Log Transformation of the variables ‘Price’, ‘Living_space’, ‘Rooms’, ‘Lot’ to get a nearly normal distribution

par(mfrow = c(2,2))

#Price
price.log <- density(log(data$Price))
plot(price.log)

#Living_space
living.log <- density(log(data$Living_space))
plot(living.log)

#Rooms
rooms.log <- log(data$Rooms)
hist(rooms.log)

#Lot
lot.log <- density(log(data$Lot))
plot(lot.log)

Add new columns with log transformed variables price, living space and rooms

data1 <- data
data1$log.price <- log(data1$Price)
data1$log.living <- log(data1$Living_space)
data1$log.rooms <- log(data1$Rooms)
data1$log.lot <- log(data1$Lot)
data1$Condition <- factor(data1$Condition)
#str(data1)

1 Week 1 - Linear Models

1.1 Data Visualisation and Linear regressions

The variables Price, Living_space and Rooms are checked for na values

options(scipen=999) #block scientific notation
library(ggplot2)
attach(data)

1.2 Scatterplot with regression line for log(Price) against log(Living_space)

We plot the response variable “Price” against the predictor “Living_Space” to get a first impression and grahical analysis.

#Living_space
ggplot(data1, aes(log.living, log.price)) + geom_point() + geom_smooth(method = lm, se = T, color = 'red') + ggtitle('Scatterplot with regression line for log(Price) against log.living')

1.3 Fitting a Simple Linear regression of log(Price) against log(Living_space) and check the coefficients

#linear model
lm.log.price_living <- lm(log.price ~ log.living, data = data1)
summary(lm.log.price_living)
## 
## Call:
## lm(formula = log.price ~ log.living, data = data1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.7836 -0.4079  0.0856  0.4683  2.7581 
## 
## Coefficients:
##             Estimate Std. Error t value            Pr(>|t|)    
## (Intercept)  8.17522    0.07596  107.62 <0.0000000000000002 ***
## log.living   0.90280    0.01455   62.05 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7145 on 10316 degrees of freedom
## Multiple R-squared:  0.2718, Adjusted R-squared:  0.2717 
## F-statistic:  3850 on 1 and 10316 DF,  p-value: < 0.00000000000000022
#estimated regression coefficients
coef(lm.log.price_living)
## (Intercept)  log.living 
##   8.1752232   0.9028032
exp(coef(lm.log.price_living))
## (Intercept)  log.living 
## 3551.847713    2.466508
#p-values
summary(lm.log.price_living)$coefficients
##              Estimate Std. Error   t value Pr(>|t|)
## (Intercept) 8.1752232 0.07596044 107.62475        0
## log.living  0.9028032 0.01455063  62.04563        0

Result: very significant p-values for Price ~ Living_space. We can assume that the variable Living_space has an effect on the dependent variable (Price) with a positive correlation, meaning: if the Living_space parameter increase in value also the Price of the property will increase.

We interpret the intercept and the second coefficient, the slope, we exponentiate the values. The results are: For the intercept exp(8.17522)= 3551.84 and the slope exp(0.9028)=2.47

Interpretation: It seems to be a positive relationship between these two variables. More livingspace seems to have a higher price. So we fit a simple regression model to the data. With a livingspace of 0 the price would be 3551.84 EURO and with each unit increase of the livingspace the price increase by 2.47 EURO which does not make much sense. The p-value is very small therefore we have a strong evidence that the slope for livingspace is not flat.

1.4 Linear regression of log(Price) against log(Living_space) including the Type and finding the intercept for the different Types.

##linear model
lm.log.price_living_type <- lm(data = data1, log.price ~ log.living + Type)
summary(lm.log.price_living_type)
## 
## Call:
## lm(formula = log.price ~ log.living + Type, data = data1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.9802 -0.3849  0.0716  0.4556  2.7356 
## 
## Coefficients:
##                          Estimate Std. Error t value             Pr(>|t|)    
## (Intercept)               7.47225    0.09409  79.414 < 0.0000000000000002 ***
## log.living                0.99691    0.01679  59.378 < 0.0000000000000002 ***
## TypeBungalow              0.24691    0.05737   4.304    0.000016956457415 ***
## TypeCastle               -0.33356    0.31169  -1.070             0.284573    
## TypeCorner house         -0.14759    0.06058  -2.436             0.014857 *  
## TypeDuplex               -0.06320    0.03900  -1.620             0.105186    
## TypeFarmhouse             0.26026    0.04599   5.659    0.000000015603919 ***
## TypeMid-terrace house     0.24470    0.03679   6.651    0.000000000030494 ***
## TypeMultiple dwelling     0.35983    0.05029   7.155    0.000000000000891 ***
## TypeResidential property  0.17411    0.05094   3.418             0.000634 ***
## TypeSingle dwelling       0.39721    0.04091   9.708 < 0.0000000000000002 ***
## TypeSpecial property      0.46909    0.05103   9.193 < 0.0000000000000002 ***
## TypeVilla                 0.70309    0.05077  13.847 < 0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.6912 on 10305 degrees of freedom
## Multiple R-squared:  0.3193, Adjusted R-squared:  0.3185 
## F-statistic: 402.8 on 12 and 10305 DF,  p-value: < 0.00000000000000022
#estimated regression coefficients
coef(lm.log.price_living_type)
##              (Intercept)               log.living             TypeBungalow 
##                7.4722543                0.9969080                0.2469139 
##               TypeCastle         TypeCorner house               TypeDuplex 
##               -0.3335592               -0.1475928               -0.0631954 
##            TypeFarmhouse    TypeMid-terrace house    TypeMultiple dwelling 
##                0.2602565                0.2447012                0.3598267 
## TypeResidential property      TypeSingle dwelling     TypeSpecial property 
##                0.1741124                0.3972086                0.4690858 
##                TypeVilla 
##                0.7030881
#intercept of Type "NULL"
coef(lm.log.price_living_type)['(Intercept)']
## (Intercept) 
##    7.472254
#intercept of Type single dwelling
coef(lm.log.price_living_type)['(Intercept)'] + coef(lm.log.price_living_type)['TypeSingle dwelling']
## (Intercept) 
##    7.869463

1.5 Linear regression of log(Price) against log(Living_space) including the Type interaction

##linear model
lm.log.price_living_type2 <- lm(data = data1, log.price ~ log.living * Type)
summary(lm.log.price_living_type2)
## 
## Call:
## lm(formula = log.price ~ log.living * Type, data = data1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.0574 -0.3835  0.0672  0.4576  2.7139 
## 
## Coefficients:
##                                     Estimate Std. Error t value
## (Intercept)                          7.73609    0.27923  27.705
## log.living                           0.94614    0.05331  17.749
## TypeBungalow                         0.92173    0.48628   1.895
## TypeCastle                          -1.04467    5.02138  -0.208
## TypeCorner house                    -0.80053    0.58144  -1.377
## TypeDuplex                           1.34421    0.35134   3.826
## TypeFarmhouse                        0.63145    0.53470   1.181
## TypeMid-terrace house               -0.68139    0.31354  -2.173
## TypeMultiple dwelling                0.24793    0.69059   0.359
## TypeResidential property            -0.31372    0.45320  -0.692
## TypeSingle dwelling                 -0.75763    0.42213  -1.795
## TypeSpecial property                -0.77518    0.45681  -1.697
## TypeVilla                            0.06219    0.60861   0.102
## log.living:TypeBungalow             -0.11718    0.08861  -1.322
## log.living:TypeCastle                0.12151    0.79328   0.153
## log.living:TypeCorner house          0.12396    0.10936   1.133
## log.living:TypeDuplex               -0.24967    0.06560  -3.806
## log.living:TypeFarmhouse            -0.08080    0.10831  -0.746
## log.living:TypeMid-terrace house     0.18009    0.06011   2.996
## log.living:TypeMultiple dwelling     0.01967    0.13964   0.141
## log.living:TypeResidential property  0.09284    0.08538   1.087
## log.living:TypeSingle dwelling       0.23218    0.08354   2.779
## log.living:TypeSpecial property      0.25164    0.09095   2.767
## log.living:TypeVilla                 0.11600    0.10750   1.079
##                                                 Pr(>|t|)    
## (Intercept)                         < 0.0000000000000002 ***
## log.living                          < 0.0000000000000002 ***
## TypeBungalow                                    0.058061 .  
## TypeCastle                                      0.835198    
## TypeCorner house                                0.168607    
## TypeDuplex                                      0.000131 ***
## TypeFarmhouse                                   0.237658    
## TypeMid-terrace house                           0.029787 *  
## TypeMultiple dwelling                           0.719593    
## TypeResidential property                        0.488813    
## TypeSingle dwelling                             0.072720 .  
## TypeSpecial property                            0.089737 .  
## TypeVilla                                       0.918609    
## log.living:TypeBungalow                         0.186066    
## log.living:TypeCastle                           0.878261    
## log.living:TypeCorner house                     0.257038    
## log.living:TypeDuplex                           0.000142 ***
## log.living:TypeFarmhouse                        0.455705    
## log.living:TypeMid-terrace house                0.002741 ** 
## log.living:TypeMultiple dwelling                0.887975    
## log.living:TypeResidential property             0.276883    
## log.living:TypeSingle dwelling                  0.005460 ** 
## log.living:TypeSpecial property                 0.005673 ** 
## log.living:TypeVilla                            0.280593    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.6879 on 10294 degrees of freedom
## Multiple R-squared:  0.3264, Adjusted R-squared:  0.3249 
## F-statistic: 216.9 on 23 and 10294 DF,  p-value: < 0.00000000000000022
#estimated regression coefficients
coef(lm.log.price_living_type2)
##                         (Intercept)                          log.living 
##                          7.73608549                          0.94613962 
##                        TypeBungalow                          TypeCastle 
##                          0.92172518                         -1.04467031 
##                    TypeCorner house                          TypeDuplex 
##                         -0.80052753                          1.34420839 
##                       TypeFarmhouse               TypeMid-terrace house 
##                          0.63144756                         -0.68139164 
##               TypeMultiple dwelling            TypeResidential property 
##                          0.24793247                         -0.31371529 
##                 TypeSingle dwelling                TypeSpecial property 
##                         -0.75763067                         -0.77518375 
##                           TypeVilla             log.living:TypeBungalow 
##                          0.06219264                         -0.11718366 
##               log.living:TypeCastle         log.living:TypeCorner house 
##                          0.12151270                          0.12396267 
##               log.living:TypeDuplex            log.living:TypeFarmhouse 
##                         -0.24967456                         -0.08079852 
##    log.living:TypeMid-terrace house    log.living:TypeMultiple dwelling 
##                          0.18008764                          0.01967192 
## log.living:TypeResidential property      log.living:TypeSingle dwelling 
##                          0.09283769                          0.23217929 
##     log.living:TypeSpecial property                log.living:TypeVilla 
##                          0.25164379                          0.11599769
# The "P-Values - confidence intervals" duality
confint(lm.log.price_living_type2)
##                                            2.5 %      97.5 %
## (Intercept)                           7.18873463  8.28343635
## log.living                            0.84164786  1.05063138
## TypeBungalow                         -0.03148560  1.87493595
## TypeCastle                          -10.88754235  8.79820173
## TypeCorner house                     -1.94027217  0.33921710
## TypeDuplex                            0.65550987  2.03290692
## TypeFarmhouse                        -0.41667545  1.67957057
## TypeMid-terrace house                -1.29599299 -0.06679028
## TypeMultiple dwelling                -1.10576712  1.60163207
## TypeResidential property             -1.20207438  0.57464379
## TypeSingle dwelling                  -1.58509414  0.06983281
## TypeSpecial property                 -1.67062159  0.12025410
## TypeVilla                            -1.13079934  1.25518461
## log.living:TypeBungalow              -0.29088557  0.05651824
## log.living:TypeCastle                -1.43346849  1.67649390
## log.living:TypeCorner house          -0.09041307  0.33833842
## log.living:TypeDuplex                -0.37826357 -0.12108555
## log.living:TypeFarmhouse             -0.29311479  0.13151774
## log.living:TypeMid-terrace house      0.06226578  0.29790949
## log.living:TypeMultiple dwelling     -0.25405926  0.29340310
## log.living:TypeResidential property  -0.07451478  0.26019016
## log.living:TypeSingle dwelling        0.06841797  0.39594061
## log.living:TypeSpecial property       0.07335498  0.42993261
## log.living:TypeVilla                 -0.09472399  0.32671936

Result: mostly very significant p-values for Price ~ Living_space and different types. Only TypeCastle and TypeDuplex with non significant values. We can assume that the different types have different impact on the variable Price against Living_space.

Interpretation of the coefficients of Type variable: Intercept for TypeSingle Dwelling: exp(7.869463) with Slope: exp(0.9969080)

1.5.1 Measures of fit

formula(lm.log.price_living_type)
## log.price ~ log.living + Type
#r.squared
summary(lm.log.price_living_type)$r.squared
## [1] 0.3192727
#adj.r.squared
summary(lm.log.price_living_type)$adj.r.squared
## [1] 0.31848
formula(lm.log.price_living_type2)
## log.price ~ log.living * Type
#r.squared
summary(lm.log.price_living_type2)$r.squared
## [1] 0.3263949
#adj.r.squared
summary(lm.log.price_living_type2)$adj.r.squared
## [1] 0.3248899

1.6 Linear regression of log(Price) against log(Rooms)

In an next step we examine the data set graphically and consider again “Price” as response variable but as predictor “Rooms” and we fit the model again with a simple linear regression.

1.6.1 Measures of fit

formula(lm.log.price_rooms)
## log(Price) ~ log(Rooms)
#r.squared
summary(lm.log.price_rooms)$r.squared
## [1] 0.09968285
#adj.r.squared
summary(lm.log.price_rooms)$adj.r.squared
## [1] 0.09959558

1.7 Linear regression of log(Price) against Type

Now we are modelling a linear regression with dependent variable ‘Price’ and the categorical variable “Type” as independent variable. First we visualize the variable ‘Type’ with a boxplot with and one without outliers.

1.8 Fitted values

The function fitted() can be used to extract the predicted values for the existing observations

attach(data)
## The following objects are masked from data (pos = 3):
## 
##     Bathrooms, Bedrooms, City, Condition, Energy_efficiency_class,
##     Energy_source, Floors, Furnishing_quality, Garages, Garagetype,
##     Heating, Living_space, Lot, Place, Price, Rooms, State, Type,
##     Year_built, Year_renovated
#lm.log.price_living
fitted.price_living <- fitted(lm.log.price_living)
str(fitted.price_living)
##  Named num [1:10318] 12.4 12.6 12.8 12.6 12.5 ...
##  - attr(*, "names")= chr [1:10318] "1" "2" "3" "4" ...
head(fitted.price_living)
##        1        2        3        4        5        6 
## 12.38539 12.64253 12.77327 12.63655 12.45896 13.35422
plot(log(Price)~ log(Living_space), main = 'Model log(Price) ~ log(Living_space)', col = 'navy', pch = 16)
points(fitted.price_living ~ log(Living_space), col = 'red', pch = 16)
abline(lm.log.price_living, col = 'yellow', lwd = 2.5)

1.9 Residuals of model log(Price) ~ log(Living_space)

attach(data1)
resid.price_living <- resid(lm.log.price_living)
length(resid.price_living)
## [1] 10318
head(resid.price_living)
##          1          2          3          4          5          6 
##  0.7329643  0.4697818  0.7532264 -0.1719706  0.5993948  0.7977636
set.seed(100)
id <- sample(x = 1:10318, size = 5)
resid.price_living[id]
##       3786        503       3430       3696       4090 
##  0.5106768 -0.3315001  0.4470366 -0.9261093  1.0834033
fitted.price_living[id]
##     3786      503     3430     3696     4090 
## 13.77484 12.69884 13.46378 12.41883 13.03221
plot(log(Price) ~ log(Living_space), main = 'Model log(Price) ~ log(Living_space)', col = 'navy', pch = 16)
abline(lm.log.price_living, col = 'green', lwd = 2.5)

points(log(Price) ~ log(Living_space), data = data1[id, ], col = 'red', pch = 4, lwd = 5)
segments(x0 = data1[id, 'log.living'], x1 = data1[id, 'log.living'],
         y0 = fitted.price_living[id], y1 = data1[id, 'log.price'], col = 'yellow', lwd = 2)

1.10 Predicting values using splitted data set 80:20 ratio

#split dataset 
split80 <- round(nrow(data1)* 0.80)
train <- data1[1:split80,]
test <- data1[(split80 + 1):nrow(data1),]
dim(train)
## [1] 8254   24
dim(test)
## [1] 2064   24
#linear regression model
lm.train <- lm(log.price ~ log.living, data = train)
summary(lm.train)
## 
## Call:
## lm(formula = log.price ~ log.living, data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.8765 -0.3774  0.0557  0.4283  2.6734 
## 
## Coefficients:
##             Estimate Std. Error t value            Pr(>|t|)    
## (Intercept)  8.45284    0.07981  105.91 <0.0000000000000002 ***
## log.living   0.86819    0.01524   56.96 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.6563 on 8252 degrees of freedom
## Multiple R-squared:  0.2822, Adjusted R-squared:  0.2821 
## F-statistic:  3245 on 1 and 8252 DF,  p-value: < 0.00000000000000022
#predictions
pred.new.living <- predict(object = lm.train, newdata = test)
pred.new.living.CI <- predict(object = lm.train, interval = 'prediction', newdata = test)

#display predictions
plot(log.price ~log.living, data = data1, main = 'Prediction with Model log(Price) ~ log(Living_space)', col = 'navy', pch = 16)
points(x = test$log.living, y= pred.new.living, col = 'red', pch = 16, cex = 1.5)
abline(lm.train, col = 'yellow', lwd = 2.5)

plot(log.price ~ log.living, data = train, main = 'Prediction with Model log(Price) ~ log(Living_space)', col = 'navy', pch = 16)
segments(x0 = test$log.living, x1 = test$log.living,
         y0 = pred.new.living.CI[, 'lwr'], y1 = pred.new.living.CI[, 'upr'], lwd = 2, col = 'green')
points(x = test$log.living, y= pred.new.living.CI[,'fit'], col = 'red', pch = 16, cex =1.5)
abline(lm.train, col = 'yellow', lwd = 2.5)

1.11 Testing the effect of a categorical variable and post-hoc contrasts

condition.box.with_outlier <- ggplot(data1, aes(x=Condition, y=log.price)) + geom_boxplot(outlier.colour = 'red')+ theme(axis.text.x = element_text(angle = 90)) + ggtitle('Boxplots of log(Price) against Condition with outliers in red')
plot(condition.box.with_outlier)

#model
lm.price_condition.1 <- lm(log.price ~ Condition, data = data1)
summary(lm.price_condition.1)
## 
## Call:
## lm(formula = log.price ~ Condition, data = data1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.6043 -0.4304  0.0333  0.4884  3.6247 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                   12.95695    0.04213 307.553
## Conditionas new                               -1.01885    0.24696  -4.126
## Conditiondilapidated                           0.47108    0.04838   9.738
## Conditionfirst occupation                      0.19331    0.09330   2.072
## Conditionfirst occupation after refurbishment -0.05091    0.05685  -0.895
## Conditionfixer-upper                          -0.10881    0.05398  -2.016
## Conditionmaintained                           -0.42435    0.04906  -8.649
## Conditionrefurbished                          -0.14229    0.04328  -3.288
##                                                           Pr(>|t|)    
## (Intercept)                                   < 0.0000000000000002 ***
## Conditionas new                                          0.0000373 ***
## Conditiondilapidated                          < 0.0000000000000002 ***
## Conditionfirst occupation                                  0.03829 *  
## Conditionfirst occupation after refurbishment              0.37055    
## Conditionfixer-upper                                       0.04384 *  
## Conditionmaintained                           < 0.0000000000000002 ***
## Conditionrefurbished                                       0.00101 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.8071 on 10310 degrees of freedom
## Multiple R-squared:  0.07146,    Adjusted R-squared:  0.07083 
## F-statistic: 113.4 on 7 and 10310 DF,  p-value: < 0.00000000000000022
#coefficients
coef(lm.price_condition.1)
##                                   (Intercept) 
##                                   12.95694626 
##                               Conditionas new 
##                                   -1.01884973 
##                          Conditiondilapidated 
##                                    0.47108462 
##                     Conditionfirst occupation 
##                                    0.19330741 
## Conditionfirst occupation after refurbishment 
##                                   -0.05090966 
##                          Conditionfixer-upper 
##                                   -0.10881029 
##                           Conditionmaintained 
##                                   -0.42434950 
##                          Conditionrefurbished 
##                                   -0.14228677
aggregate(log.price ~Condition, 
          FUN = mean, data = data1)
##                              Condition log.price
## 1                                       12.95695
## 2                               as new  11.93810
## 3                          dilapidated  13.42803
## 4                     first occupation  13.15025
## 5 first occupation after refurbishment  12.90604
## 6                          fixer-upper  12.84814
## 7                           maintained  12.53260
## 8                          refurbished  12.81466
#model without slope, only intercept
lm.price_condition.0 <- lm(log.price ~ 1, data = data1)
summary(lm.price_condition.0)
## 
## Call:
## lm(formula = log.price ~ 1, data = data1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.6576 -0.4388  0.0287  0.5166  3.5125 
## 
## Coefficients:
##              Estimate Std. Error t value            Pr(>|t|)    
## (Intercept) 12.867983   0.008243    1561 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.8373 on 10317 degrees of freedom
coef(lm.price_condition.0)
## (Intercept) 
##    12.86798
#Anova
anova(lm.price_condition.0, lm.price_condition.1)
## Analysis of Variance Table
## 
## Model 1: log.price ~ 1
## Model 2: log.price ~ Condition
##   Res.Df    RSS Df Sum of Sq      F                Pr(>F)    
## 1  10317 7232.5                                              
## 2  10310 6715.7  7    516.86 113.36 < 0.00000000000000022 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#post-hoc contrasts
library(multcomp)
unique(data1$Condition)
## [1] refurbished                          dilapidated                         
## [3] fixer-upper                          maintained                          
## [5] as new                                                                   
## [7] first occupation after refurbishment first occupation                    
## 8 Levels:  as new dilapidated ... refurbished
ph.test.1 <- glht(model = lm.price_condition.1, linfct = mcp(Condition = c('refurbished - dilapidated = 0')))
summary(ph.test.1)
## 
##   Simultaneous Tests for General Linear Hypotheses
## 
## Multiple Comparisons of Means: User-defined Contrasts
## 
## 
## Fit: lm(formula = log.price ~ Condition, data = data1)
## 
## Linear Hypotheses:
##                                Estimate Std. Error t value            Pr(>|t|)
## refurbished - dilapidated == 0 -0.61337    0.02576  -23.81 <0.0000000000000002
##                                   
## refurbished - dilapidated == 0 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)

R uses “treatment contrasts” and therefore the Intercept refers to the first in alphabetical order, here “Null”. The other coefficients represent the difference.

1.12 Adding more categorical variables to the testing above

#str(data1)
Year_built1 <- as.integer(data1$Year_built)
floor1 <- as.integer(data1$Floors)
typeof(Year_built1)
## [1] "integer"
lm.price_condition.2 <- update(lm.price_condition.1,. ~ . + Type + log.rooms + State +Energy_efficiency_class + Year_built1 + Furnishing_quality + floor1)
formula(lm.price_condition.2)
## log.price ~ Condition + Type + log.rooms + State + Energy_efficiency_class + 
##     Year_built1 + Furnishing_quality + floor1
drop1(lm.price_condition.2, test = "F")
## Single term deletions
## 
## Model:
## log.price ~ Condition + Type + log.rooms + State + Energy_efficiency_class + 
##     Year_built1 + Furnishing_quality + floor1
##                         Df Sum of Sq    RSS     AIC  F value
## <none>                               2148.4 -8631.8         
## Condition                7     17.57 2165.9 -8587.1   8.3684
## Type                    11    134.63 2283.0 -8215.5  40.7950
## log.rooms                1    152.62 2301.0 -8138.9 508.7221
## State                   15    638.74 2787.1 -6784.8 141.9381
## Energy_efficiency_class  9     33.56 2181.9 -8538.0  12.4294
## Year_built1              1     56.88 2205.2 -8445.4 189.5786
## Furnishing_quality       4    346.08 2494.4 -7562.8 288.3902
## floor1                   1     31.86 2180.2 -8527.7 106.1896
##                                        Pr(>F)    
## <none>                                           
## Condition                     0.0000000003205 ***
## Type                    < 0.00000000000000022 ***
## log.rooms               < 0.00000000000000022 ***
## State                   < 0.00000000000000022 ***
## Energy_efficiency_class < 0.00000000000000022 ***
## Year_built1             < 0.00000000000000022 ***
## Furnishing_quality      < 0.00000000000000022 ***
## floor1                  < 0.00000000000000022 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

1.13 Testing categorical variable (Furnishing_quality)and comparing by F-test (Soll das hier noch rein ??)

2 Week 2 - Non-linearity

2.1 Polynomials

By including polynomials (e.g. x1 + x1^2) we can model non linear relationships with a Linear Model.

library(ggplot2)
attach(data1)

Graphical analysis

log(Price) ~ log(Living_space)

gg.log.price_log.living <- ggplot(data1,mapping = aes(y = log.price, x = log.living)) + geom_point()
gg.log.price_log.living + geom_smooth()
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

gg.log.price_log.living <- ggplot(data1,mapping = aes(y = log.price, x = Year_built1)) + geom_point()
gg.log.price_log.living + geom_smooth()
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
## Warning: Removed 666 rows containing non-finite values (stat_smooth).
## Warning: Removed 666 rows containing missing values (geom_point).

Quadratic Effects

#model with a linear effect for log.living
lm.living.1 <- lm(log.price ~ log.living + Year_built1)
summary(lm.living.1)
## 
## Call:
## lm(formula = log.price ~ log.living + Year_built1)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.6576 -0.3852  0.0262  0.4060  3.9425 
## 
## Coefficients:
##               Estimate Std. Error t value             Pr(>|t|)    
## (Intercept) -1.2750992  0.2533033  -5.034          0.000000489 ***
## log.living   0.9446621  0.0139966  67.492 < 0.0000000000000002 ***
## Year_built1  0.0047208  0.0001203  39.234 < 0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.6523 on 9649 degrees of freedom
##   (666 observations deleted due to missingness)
## Multiple R-squared:  0.369,  Adjusted R-squared:  0.3689 
## F-statistic:  2822 on 2 and 9649 DF,  p-value: < 0.00000000000000022
#model with a quadratic effect for log.living
lm.living.2 <- update(lm.living.1, . ~ . + I(log.living^2))
summary(lm.living.2)
## 
## Call:
## lm(formula = log.price ~ log.living + Year_built1 + I(log.living^2))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.6813 -0.3840  0.0215  0.4053  4.1527 
## 
## Coefficients:
##                   Estimate Std. Error t value             Pr(>|t|)    
## (Intercept)     -3.8930634  0.5350769  -7.276    0.000000000000371 ***
## log.living       1.9999960  0.1905934  10.494 < 0.0000000000000002 ***
## Year_built1      0.0046546  0.0001207  38.553 < 0.0000000000000002 ***
## I(log.living^2) -0.1004879  0.0180993  -5.552    0.000000028983449 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.6513 on 9648 degrees of freedom
##   (666 observations deleted due to missingness)
## Multiple R-squared:  0.3711, Adjusted R-squared:  0.3709 
## F-statistic:  1897 on 3 and 9648 DF,  p-value: < 0.00000000000000022
#test in quadratic
 anova(lm.living.1, lm.living.2)
## Analysis of Variance Table
## 
## Model 1: log.price ~ log.living + Year_built1
## Model 2: log.price ~ log.living + Year_built1 + I(log.living^2)
##   Res.Df    RSS Df Sum of Sq      F        Pr(>F)    
## 1   9649 4106.2                                      
## 2   9648 4093.1  1    13.077 30.825 0.00000002898 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#plot
gg.log.price_log.living + geom_smooth(method = 'lm', formula = y ~poly(x, degree = 2))
## Warning: Removed 666 rows containing non-finite values (stat_smooth).
## Warning: Removed 666 rows containing missing values (geom_point).

#model with a quadratic poly
lm.living.3 <- lm(log.price ~ log.rooms + log.living + poly(log.living, degree = 2))
summary(lm.living.3)
## 
## Call:
## lm(formula = log.price ~ log.rooms + log.living + poly(log.living, 
##     degree = 2))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.9761 -0.3927  0.0714  0.4552  2.6652 
## 
## Coefficients: (1 not defined because of singularities)
##                               Estimate Std. Error t value            Pr(>|t|)
## (Intercept)                    7.36089    0.08734   84.28 <0.0000000000000002
## log.rooms                     -0.44504    0.02490  -17.88 <0.0000000000000002
## log.living                     1.21643    0.02262   53.78 <0.0000000000000002
## poly(log.living, degree = 2)1       NA         NA      NA                  NA
## poly(log.living, degree = 2)2 -7.82809    0.70453  -11.11 <0.0000000000000002
##                                  
## (Intercept)                   ***
## log.rooms                     ***
## log.living                    ***
## poly(log.living, degree = 2)1    
## poly(log.living, degree = 2)2 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7009 on 10314 degrees of freedom
## Multiple R-squared:  0.2994, Adjusted R-squared:  0.2992 
## F-statistic:  1469 on 3 and 10314 DF,  p-value: < 0.00000000000000022
#model with a cubic poly
lm.living.4 <- lm(log.price ~ log.rooms + log.living + poly(log.living, degree = 3))
summary(lm.living.4)
## 
## Call:
## lm(formula = log.price ~ log.rooms + log.living + poly(log.living, 
##     degree = 3))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.9763 -0.3928  0.0714  0.4553  2.6650 
## 
## Coefficients: (1 not defined because of singularities)
##                               Estimate Std. Error t value            Pr(>|t|)
## (Intercept)                    7.36062    0.08761  84.011 <0.0000000000000002
## log.rooms                     -0.44519    0.02519 -17.676 <0.0000000000000002
## log.living                     1.21654    0.02278  53.412 <0.0000000000000002
## poly(log.living, degree = 3)1       NA         NA      NA                  NA
## poly(log.living, degree = 3)2 -7.82850    0.70465 -11.110 <0.0000000000000002
## poly(log.living, degree = 3)3 -0.02715    0.70903  -0.038               0.969
##                                  
## (Intercept)                   ***
## log.rooms                     ***
## log.living                    ***
## poly(log.living, degree = 3)1    
## poly(log.living, degree = 3)2 ***
## poly(log.living, degree = 3)3    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.701 on 10313 degrees of freedom
## Multiple R-squared:  0.2994, Adjusted R-squared:  0.2991 
## F-statistic:  1102 on 4 and 10313 DF,  p-value: < 0.00000000000000022
gg.log.lot.log.price <- ggplot(data = data1, mapping = aes(y = log.lot, x = log.price)) + geom_point()
gg.log.lot.log.price + geom_smooth(method = 'gam')

2.2 Regression Splines

2.3 Generalised Additive Models - GAMs

GAMs for log(Price) ~ log(Rooms)

gam.log.price.log.rooms <- gam(log.price ~ s(log.rooms))
summary(gam.log.price.log.rooms)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## log.price ~ s(log.rooms)
## 
## Parametric coefficients:
##              Estimate Std. Error t value            Pr(>|t|)    
## (Intercept) 12.867983   0.007783    1653 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                edf Ref.df     F             p-value    
## s(log.rooms) 7.888  8.623 145.8 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.108   Deviance explained = 10.9%
## GCV = 0.62562  Scale est. = 0.62509   n = 10318
plot(gam.log.price.log.rooms, residuals = TRUE, cex = 2)

GAMs for log(Price) ~ log(Living_space) + s(Log(Rooms)) + s(log(Garages)

gam.log.price.log.living <- gam(log.price ~ log.living + s(log.rooms) + s(log(Garages)))
summary(gam.log.price.log.living)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## log.price ~ log.living + s(log.rooms) + s(log(Garages))
## 
## Parametric coefficients:
##             Estimate Std. Error t value            Pr(>|t|)    
## (Intercept)  6.46447    0.13313   48.56 <0.0000000000000002 ***
## log.living   1.24132    0.02547   48.74 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##                   edf Ref.df      F              p-value    
## s(log.rooms)    4.964  6.084 67.976 < 0.0000000000000002 ***
## s(log(Garages)) 8.215  8.681  3.852            0.0000713 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.305   Deviance explained = 30.6%
## GCV = 0.42626  Scale est. = 0.4255    n = 8437
plot(gam.log.price.log.living, residuals = TRUE, select = 1)

#stroe the residuals in data1
data1$resid.price_living <- resid(lm.log.price_living)

#creat QQ-Plot

qqnorm(resid(lm.log.price_living))
qqline(resid(lm.log.price_living))

Expected value of the errors is “on zero”

ggplot(mapping = aes(y = resid(lm.log.price_living),
                     x = fitted(lm.log.price_living))) +
  geom_abline(intercept = 0, slope = 0) + geom_point() +
  geom_smooth()

probably non-linear because the smoother is not on zero

Homoscedasticity

ggplot(mapping = aes(y = abs(resid(lm.log.price_living)), x = fitted(lm.log.price_living))) +
  geom_abline(intercept = 0, slope = 0) + geom_point() +
  geom_smooth()
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'

The variance of the residuals seems to be fairly constant

Cooks distance

## 1) compute Cook’s distance 

cooks.dist.log.price_living <- cooks.distance(lm.log.price_living) 

##
## 2) plot it

ggplot(data = data1,
       mapping = aes(y = log.price, x = log.living,
                     colour = cooks.dist.log.price_living)) +
  geom_point() +
  geom_smooth(method = "lm", se = FALSE) + facet_wrap(. ~ Type)
## `geom_smooth()` using formula 'y ~ x'

plot(lm.log.price_living, which = 5)

Testing the model assumptions

plot(lm.log.price_living_type)

Bootstrap

#mean(data$Price)
##
B <- 10^3
t.mean <- c()

for(i in 1:B){
  t.id <- sample(1:10318, replace = TRUE)
  t.data.price <- data$Price[t.id]
  t.mean[i] <- mean(t.data.price)
}


##
length(t.mean)
## [1] 1000
hist(t.mean, breaks = 50)
abline(v = mean(data$Price), col = "red")

sorted.means <- sort(t.mean) 
quantile(sorted.means, probs = c(0.025, 0.975))
##     2.5%    97.5% 
## 529609.2 551910.5

3 Week 3 - Generalised Linear Models

3.1 GLM - Possion Model

Count Data

With the GLM function and the family “possion” we could generalize the Linear model that the right-skewed data Rooms and Type can be followed without log- transformation in the first place.

#str(data)
glm.rooms <- glm(Rooms ~ Type,
family = "poisson",
data = data)

summary(glm.rooms)
## 
## Call:
## glm(formula = Rooms ~ Type, family = "poisson", data = data)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -3.6463  -0.6320  -0.0781   0.3702   4.4559  
## 
## Coefficients:
##                          Estimate Std. Error z value             Pr(>|z|)    
## (Intercept)               2.02917    0.01848 109.821 < 0.0000000000000002 ***
## TypeBungalow              0.17457    0.02838   6.152       0.000000000766 ***
## TypeCastle                0.55104    0.12447   4.427       0.000009550749 ***
## TypeCorner house          0.01343    0.03162   0.425                0.671    
## TypeDuplex                0.26787    0.01981  13.522 < 0.0000000000000002 ***
## TypeFarmhouse            -0.43417    0.02638 -16.456 < 0.0000000000000002 ***
## TypeMid-terrace house    -0.22653    0.01948 -11.626 < 0.0000000000000002 ***
## TypeMultiple dwelling    -0.38499    0.02917 -13.197 < 0.0000000000000002 ***
## TypeResidential property  0.04744    0.02637   1.799                0.072 .  
## TypeSingle dwelling      -0.38432    0.02252 -17.066 < 0.0000000000000002 ***
## TypeSpecial property     -0.47841    0.03056 -15.655 < 0.0000000000000002 ***
## TypeVilla                 0.14646    0.02522   5.806       0.000000006387 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 13951.1  on 10317  degrees of freedom
## Residual deviance:  9350.9  on 10306  degrees of freedom
## AIC: 47557
## 
## Number of Fisher Scoring iterations: 4
#exponential function, is needed duelog() function as link function within glm
exp(coef(glm.rooms)) 
##              (Intercept)             TypeBungalow               TypeCastle 
##                7.6077922                1.1907296                1.7350632 
##         TypeCorner house               TypeDuplex            TypeFarmhouse 
##                1.0135214                1.3071727                0.6477992 
##    TypeMid-terrace house    TypeMultiple dwelling TypeResidential property 
##                0.7972979                0.6804577                1.0485829 
##      TypeSingle dwelling     TypeSpecial property                TypeVilla 
##                0.6809147                0.6197703                1.1577330

Before the Interpretation of the coefficients of a Poisson model the inverse, the exponential, is needed due to use of the link function (log() function). The Interpretation of the coefficients are: A house with no Type information has around 7.6 rooms and e.g. Villa has ca. 15.77% more rooms (ca. 8.8 rooms)

#to double check single house (type) is checked and predicted

library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──
## ✓ tibble  3.0.4     ✓ dplyr   1.0.2
## ✓ tidyr   1.1.2     ✓ stringr 1.4.0
## ✓ readr   1.4.0     ✓ forcats 0.5.0
## ✓ purrr   0.3.4
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::collapse() masks nlme::collapse()
## x dplyr::filter()   masks stats::filter()
## x dplyr::lag()      masks stats::lag()
## x dplyr::select()   masks MASS::select()
#which(data$Type == "")

#data[99,]
fitted.room <- fitted(glm.rooms)[99]
fitted.room
##       99 
## 7.607792
specific.room <- data[99,]
specific.room$Type <- "Villa"
#specific.room

pred.specific.room <- predict(glm.rooms,
                           type = "response",
                           newdata = specific.room)
pred.specific.room
##       99 
## 8.807792
fitted.room * exp(coef(glm.rooms)["TypeVilla"])
##       99 
## 8.807792

This house with no specific Type, according to the model, is expected to have 7.607 Rooms. If we check the number of rooms after setting the Type to e.g. Villa the model expect 8.807 rooms and this is exactly the same number of rooms we get for the fitted room times the exponential estimated for Villa

data simulation from the glm count data model

#data simulation from the glm model (glm.rooms)
set.seed(99)
sim.data.rooms.Poisson <- simulate(glm.rooms)
##
NROW(sim.data.rooms.Poisson)
## [1] 10318
head(sim.data.rooms.Poisson)
##   sim_1
## 1     5
## 2     3
## 3     6
## 4    11
## 5     5
## 6    11
tail(sim.data.rooms.Poisson)
##       sim_1
## 10313     5
## 10314     4
## 10315     6
## 10316    10
## 10317     6
## 10318     4

Visualization of the glm count data model

ggplot(mapping = aes(y = sim.data.rooms.Poisson$sim_1,
                     x = data$Type)) +
  geom_boxplot() +
  geom_hline(yintercept = 0) +
  ylab("simulated no. of rooms\n(assuming Poisson dist)") +
  xlab("type") + theme(axis.text.x = element_text(angle = 90))

The results of the simulation seem to agree with the observation, see for example Type = Villa, but there are some difference due to outliers

GLM with binomial data continious variable

df.glm <- data.frame(data$Price, data$Living_space, data$Year_built)

df.glm <-na.omit(df.glm)

any(is.na(df.glm))
## [1] FALSE
str(df.glm)
## 'data.frame':    9652 obs. of  3 variables:
##  $ data.Price       : num  498000 495000 749000 259000 469000 1400000 3500000 630000 364000 1750000 ...
##  $ data.Living_space: num  106 141 163 140 115 ...
##  $ data.Year_built  : num  2005 1994 2013 1900 1968 ...
##  - attr(*, "na.action")= 'omit' Named int [1:666] 29 72 90 91 117 169 173 174 181 182 ...
##   ..- attr(*, "names")= chr [1:666] "29" "72" "90" "91" ...
glm.sq.price <- glm(cbind(data.Price, data.Living_space)~ data.Year_built,
                    family = "binomial",
                    data = df.glm)
## Warning in eval(family$initialize): non-integer counts in a binomial glm!
summary(glm.sq.price)
## 
## Call:
## glm(formula = cbind(data.Price, data.Living_space) ~ data.Year_built, 
##     family = "binomial", data = df.glm)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -74.091   -7.312   -1.783    3.161   97.560  
## 
## Coefficients:
##                    Estimate  Std. Error z value            Pr(>|z|)    
## (Intercept)     3.500558303 0.017151213   204.1 <0.0000000000000002 ***
## data.Year_built 0.002238126 0.000008763   255.4 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 947369  on 9651  degrees of freedom
## Residual deviance: 895142  on 9650  degrees of freedom
## AIC: 963053
## 
## Number of Fisher Scoring iterations: 6
exp(coef(glm.sq.price))
##     (Intercept) data.Year_built 
##       33.133946        1.002241
ggplot(data = df.glm,
       mapping = aes(y = data.Price/data.Living_space,
                     x = data.Year_built)) + 
  geom_point() +
  geom_smooth(method = "glm", 
              se = FALSE,
              method.args = list(family = "binomial"))
## `geom_smooth()` using formula 'y ~ x'
## Warning: Computation failed in `stat_smooth()`:
## y values must be 0 <= y <= 1

GLM with binomial data factor variable

glm.sq.price <- glm(cbind(Price, Living_space)~ State,
                    family = "binomial",
                    data = data)
## Warning in eval(family$initialize): non-integer counts in a binomial glm!
summary(glm.sq.price)
## 
## Call:
## glm(formula = cbind(Price, Living_space) ~ State, family = "binomial", 
##     data = data)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -59.255   -6.366   -1.195    3.473   61.109  
## 
## Coefficients:
##                             Estimate Std. Error z value             Pr(>|z|)
## (Intercept)                  8.34931    0.09536  87.558 < 0.0000000000000002
## StateBaden-Württemberg      -0.26983    0.09538  -2.829             0.004667
## StateBayern                 -0.11439    0.09538  -1.199             0.230381
## StateBerlin                  0.22109    0.09549   2.315             0.020597
## StateBrandenburg            -0.34169    0.09542  -3.581             0.000342
## StateBremen                 -0.45021    0.09601  -4.689 0.000002744267682839
## StateHamburg                 0.20992    0.09607   2.185             0.028878
## StateHessen                 -0.35562    0.09538  -3.728             0.000193
## StateMecklenburg-Vorpommern -0.77292    0.09544  -8.099 0.000000000000000555
## StateNiedersachsen          -0.78534    0.09538  -8.234 < 0.0000000000000002
## StateNordrhein-Westfalen    -0.52038    0.09537  -5.456 0.000000048613961013
## StateRheinland-Pfalz        -0.77836    0.09538  -8.160 0.000000000000000334
## StateSaarland               -1.13274    0.09552 -11.859 < 0.0000000000000002
## StateSachsen                -1.08280    0.09541 -11.349 < 0.0000000000000002
## StateSachsen-Anhalt         -1.36482    0.09544 -14.300 < 0.0000000000000002
## StateSchleswig-Holstein     -0.36652    0.09541  -3.842             0.000122
## StateThüringen              -1.20943    0.09555 -12.657 < 0.0000000000000002
##                                
## (Intercept)                 ***
## StateBaden-Württemberg      ** 
## StateBayern                    
## StateBerlin                 *  
## StateBrandenburg            ***
## StateBremen                 ***
## StateHamburg                *  
## StateHessen                 ***
## StateMecklenburg-Vorpommern ***
## StateNiedersachsen          ***
## StateNordrhein-Westfalen    ***
## StateRheinland-Pfalz        ***
## StateSaarland               ***
## StateSachsen                ***
## StateSachsen-Anhalt         ***
## StateSchleswig-Holstein     ***
## StateThüringen              ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1039137  on 10317  degrees of freedom
## Residual deviance:  812246  on 10301  degrees of freedom
## AIC: 884878
## 
## Number of Fisher Scoring iterations: 5
exp(coef(glm.sq.price))
##                 (Intercept)      StateBaden-Württemberg 
##                4227.2727273                   0.7635056 
##                 StateBayern                 StateBerlin 
##                   0.8919084                   1.2474312 
##            StateBrandenburg                 StateBremen 
##                   0.7105675                   0.6374919 
##                StateHamburg                 StateHessen 
##                   1.2335789                   0.7007400 
## StateMecklenburg-Vorpommern          StateNiedersachsen 
##                   0.4616627                   0.4559654 
##    StateNordrhein-Westfalen        StateRheinland-Pfalz 
##                   0.5942937                   0.4591593 
##               StateSaarland                StateSachsen 
##                   0.3221483                   0.3386464 
##         StateSachsen-Anhalt     StateSchleswig-Holstein 
##                   0.2554273                   0.6931439 
##              StateThüringen 
##                   0.2983668
ggplot(data = data,
       mapping = aes(y = Price/Living_space,
                     x = State)) + 
  geom_point() +
  geom_smooth(method = "glm", 
              se = FALSE,
              method.args = list(family = "binomial"))
## `geom_smooth()` using formula 'y ~ x'

If we compare the Residual deviance and the corresponding degrees of freedom in the summary output we would expect in an truly Poisson distributed data hat the residual deviance and the degrees of freedom would be approximately the same value. Therefore it could be overdispersed here and we use the “quasibinomial” family.

glm.sq.price <- glm(cbind(Price, Living_space)~ State,
                    family = "quasibinomial",
                    data = data)

summary(glm.sq.price)
## 
## Call:
## glm(formula = cbind(Price, Living_space) ~ State, family = "quasibinomial", 
##     data = data)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -59.255   -6.366   -1.195    3.473   61.109  
## 
## Coefficients:
##                             Estimate Std. Error t value            Pr(>|t|)    
## (Intercept)                   8.3493     0.9998   8.351 <0.0000000000000002 ***
## StateBaden-Württemberg       -0.2698     1.0000  -0.270               0.787    
## StateBayern                  -0.1144     1.0000  -0.114               0.909    
## StateBerlin                   0.2211     1.0012   0.221               0.825    
## StateBrandenburg             -0.3417     1.0004  -0.342               0.733    
## StateBremen                  -0.4502     1.0066  -0.447               0.655    
## StateHamburg                  0.2099     1.0072   0.208               0.835    
## StateHessen                  -0.3556     1.0000  -0.356               0.722    
## StateMecklenburg-Vorpommern  -0.7729     1.0006  -0.772               0.440    
## StateNiedersachsen           -0.7853     1.0000  -0.785               0.432    
## StateNordrhein-Westfalen     -0.5204     0.9999  -0.520               0.603    
## StateRheinland-Pfalz         -0.7784     1.0000  -0.778               0.436    
## StateSaarland                -1.1327     1.0015  -1.131               0.258    
## StateSachsen                 -1.0828     1.0003  -1.083               0.279    
## StateSachsen-Anhalt          -1.3648     1.0006  -1.364               0.173    
## StateSchleswig-Holstein      -0.3665     1.0003  -0.366               0.714    
## StateThüringen               -1.2094     1.0018  -1.207               0.227    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasibinomial family taken to be 109.9222)
## 
##     Null deviance: 1039137  on 10317  degrees of freedom
## Residual deviance:  812246  on 10301  degrees of freedom
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
exp(coef(glm.sq.price))
##                 (Intercept)      StateBaden-Württemberg 
##                4227.2727273                   0.7635056 
##                 StateBayern                 StateBerlin 
##                   0.8919084                   1.2474312 
##            StateBrandenburg                 StateBremen 
##                   0.7105675                   0.6374919 
##                StateHamburg                 StateHessen 
##                   1.2335789                   0.7007400 
## StateMecklenburg-Vorpommern          StateNiedersachsen 
##                   0.4616627                   0.4559654 
##    StateNordrhein-Westfalen        StateRheinland-Pfalz 
##                   0.5942937                   0.4591593 
##               StateSaarland                StateSachsen 
##                   0.3221483                   0.3386464 
##         StateSachsen-Anhalt     StateSchleswig-Holstein 
##                   0.2554273                   0.6931439 
##              StateThüringen 
##                   0.2983668

The dispersion parameter ist now 109.92, This implies the variance increases faster than linearly. Anyway in this case there is no evidence that the State have an impact on the response variable.

#install.packages('mltools')
library(mltools)

# Resulting bins have an equal number of observations in each group
data[, "wt2"] <- bin_data(data$Price, bins=4, binType = "quantile")

# Resulting bins are equally spaced from min to max
data[, "wt3"] <- bin_data(data$Price, bins=4, binType = "explicit")

# Or if you'd rather define the bins yourself
data[, "wt4"] <- bin_data(data$Price, bins=c(-Inf, 250, 322, Inf), binType = "explicit")
head(data)
##     Price              Type Living_space Lot Rooms Bedrooms Bathrooms Floors
## 1  498000 Multiple dwelling       106.00 229     5        3         1      2
## 2  495000 Mid-terrace house       140.93 517     6        3         2     NA
## 3  749000         Farmhouse       162.89  82     5        3         2      4
## 4  259000         Farmhouse       140.00 814     4       NA         2      2
## 5  469000 Multiple dwelling       115.00 244     4        2         1     NA
## 6 1400000 Mid-terrace house       310.00 860     8       NA        NA      3
##   Year_built Furnishing_quality Year_renovated   Condition         Heating
## 1       2005             normal             NA refurbished central heating
## 2       1994              basic             NA refurbished   stove heating
## 3       2013                                NA dilapidated   stove heating
## 4       1900              basic           2000 fixer-upper central heating
## 5       1968            refined           2019 refurbished central heating
## 6       1969              basic             NA  maintained                
##      Energy_source Energy_efficiency_class             State              City
## 1      natural gas                       D Baden-Württemberg     Bodenseekreis
## 2                                          Baden-Württemberg  Konstanz (Kreis)
## 3 district heating                       B Baden-Württemberg Esslingen (Kreis)
## 4      electricity                       G Baden-Württemberg  Waldshut (Kreis)
## 5              oil                       F Baden-Württemberg Esslingen (Kreis)
## 6              oil                         Baden-Württemberg         Stuttgart
##                     Place Garages  Garagetype                wt2
## 1             Bermatingen       2 Parking lot   [399000, 649900)
## 2                   Engen       7 Parking lot   [399000, 649900)
## 3              Ostfildern       1      Garage [649900, 13000000]
## 4 Bonndorf im Schwarzwald       1      Garage   [250000, 399000)
## 5 Leinfelden-Echterdingen       1      Garage   [399000, 649900)
## 6                     Süd       2      Garage [649900, 13000000]
##                wt3        wt4
## 1 [10000, 3257500) [322, Inf]
## 2 [10000, 3257500) [322, Inf]
## 3 [10000, 3257500) [322, Inf]
## 4 [10000, 3257500) [322, Inf]
## 5 [10000, 3257500) [322, Inf]
## 6 [10000, 3257500) [322, Inf]
glm.roomswt2 <- glm(Rooms ~ wt2,
family = "poisson",
data = data)

summary(glm.roomswt2)
## 
## Call:
## glm(formula = Rooms ~ wt2, family = "poisson", data = data)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -3.2229  -0.8439  -0.3171   0.4433   4.5174  
## 
## Coefficients:
##             Estimate Std. Error z value             Pr(>|z|)    
## (Intercept) 1.922092   0.003783 508.099 < 0.0000000000000002 ***
## wt2.L       0.235488   0.007507  31.369 < 0.0000000000000002 ***
## wt2.Q       0.056346   0.007566   7.447   0.0000000000000952 ***
## wt2.C       0.041856   0.007624   5.490   0.0000000401941232 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 13951  on 10317  degrees of freedom
## Residual deviance: 12833  on 10314  degrees of freedom
## AIC: 51023
## 
## Number of Fisher Scoring iterations: 4
set.seed(99)
sim.data.rooms.Poissonwt2 <- simulate(glm.roomswt2)
##
NROW(sim.data.rooms.Poissonwt2)
## [1] 10318
head(sim.data.rooms.Poissonwt2)
##   sim_1
## 1     7
## 2     4
## 3    10
## 4    13
## 5     7
## 6    14
tail(sim.data.rooms.Poissonwt2)
##       sim_1
## 10313    10
## 10314    16
## 10315    11
## 10316     5
## 10317     5
## 10318     9
library(ggplot2)
ggplot(mapping = aes(y = sim.data.rooms.Poissonwt2$sim_1,
x = data$wt2)) +
geom_boxplot() +
geom_hline(yintercept = 0) +
ylab("simulated no. of rooms\n(assuming Poisson dist)") +
xlab("Groups")

GLM - Binary Model

Let’s fit a binary model

data$MillionYes <- ifelse(data$Price > 1000000, 1, 0)
data$MillionYes

Let’s fit a logistic regression model and add fit to the this graph

glm.binary <- glm(MillionYes ~ Living_space,
                  family = "binomial",
                  data = data)

ggplot(data = glm.binary,
       mapping = aes(y = MillionYes,
                     x = Living_space)) + 
  geom_point() +
  geom_smooth(method = "glm", 
              se = FALSE,
              method.args = list(family = "binomial")) 
## `geom_smooth()` using formula 'y ~ x'

4 Week 4 - Support Vector Machines

data$wt5 <- factor(ifelse(data$Price > 600000, 1, -1))
data$wt5 = as.factor(data$wt5)
str(data)
## 'data.frame':    10318 obs. of  25 variables:
##  $ Price                  : num  498000 495000 749000 259000 469000 1400000 3500000 630000 364000 1750000 ...
##  $ Type                   : chr  "Multiple dwelling" "Mid-terrace house" "Farmhouse" "Farmhouse" ...
##  $ Living_space           : num  106 141 163 140 115 ...
##  $ Lot                    : num  229 517 82 814 244 860 5300 406 973 1460 ...
##  $ Rooms                  : int  5 6 5 4 4 8 13 10 10 6 ...
##  $ Bedrooms               : num  3 3 3 NA 2 NA NA NA 4 4 ...
##  $ Bathrooms              : num  1 2 2 2 1 NA 4 NA 4 2 ...
##  $ Floors                 : num  2 NA 4 2 NA 3 NA 3 2 3 ...
##  $ Year_built             : num  2005 1994 2013 1900 1968 ...
##  $ Furnishing_quality     : chr  "normal" "basic" "" "basic" ...
##  $ Year_renovated         : num  NA NA NA 2000 2019 ...
##  $ Condition              : chr  "refurbished" "refurbished" "dilapidated" "fixer-upper" ...
##  $ Heating                : chr  "central heating" "stove heating" "stove heating" "central heating" ...
##  $ Energy_source          : chr  "natural gas" "" "district heating" "electricity" ...
##  $ Energy_efficiency_class: chr  "D" "" "B" "G" ...
##  $ State                  : chr  "Baden-Württemberg" "Baden-Württemberg" "Baden-Württemberg" "Baden-Württemberg" ...
##  $ City                   : chr  "Bodenseekreis" "Konstanz (Kreis)" "Esslingen (Kreis)" "Waldshut (Kreis)" ...
##  $ Place                  : chr  "Bermatingen" "Engen" "Ostfildern" "Bonndorf im Schwarzwald" ...
##  $ Garages                : num  2 7 1 1 1 2 7 2 8 2 ...
##  $ Garagetype             : chr  "Parking lot" "Parking lot" "Garage" "Garage" ...
##  $ wt2                    : Ord.factor w/ 4 levels "[10000, 250000)"<..: 3 3 4 2 3 4 4 3 2 4 ...
##  $ wt3                    : Ord.factor w/ 4 levels "[10000, 3257500)"<..: 1 1 1 1 1 1 2 1 1 1 ...
##  $ wt4                    : Ord.factor w/ 3 levels "[-Inf, 250)"<..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ MillionYes             : num  0 0 0 0 0 1 1 0 0 1 ...
##  $ wt5                    : Factor w/ 2 levels "-1","1": 1 1 2 1 1 2 2 2 1 2 ...
# Load ggplot2
library(ggplot2)
# Plot x2 vs. x1, colored by y
scatter_plot<- ggplot(data = data, aes(x = Living_space, y = Year_built, color = wt2
                                       
                              )) + 
    # Add a point layer
    geom_point() + 
    scale_color_manual(values = c("red", "blue","green", "purple")) +
    # Specify equal coordinates
    coord_equal()
 
scatter_plot  
## Warning: Removed 666 rows containing missing values (geom_point).

x1 <- scales::rescale(data$Living_space, to=c(0,1))
x2 <- scales::rescale(data$Year_built, to=c(0,1))
x3 <- scales::rescale(data$Rooms, to=c(0,1))
x4 <- scales::rescale(data$Lot, to=c(0,1))
# Load ggplot2
library(ggplot2)
# Plot x2 vs. x1, colored by y
scatter_plot<- ggplot(data = data, aes(x = x1, y = x2, color = wt2
                                       
                              )) + 
    # Add a point layer
    geom_point() + 
    scale_color_manual(values = c("red", "blue","green", "purple")) +
    # Specify equal coordinates
    coord_equal()
 
scatter_plot  
## Warning: Removed 666 rows containing missing values (geom_point).

# Load ggplot2
library(ggplot2)
# Plot x2 vs. x1, colored by y
scatter_plot<- ggplot(data = data, aes(x = x1, y = x2, color = wt5
                                       
                              )) + 
    # Add a point layer
    geom_point() + 
    scale_color_manual(values = c("red", "blue")) +
    # Specify equal coordinates
    coord_equal()
 
scatter_plot  
## Warning: Removed 666 rows containing missing values (geom_point).

# Load ggplot2
library(ggplot2)
# Plot x2 vs. x1, colored by y
scatter_plot<- ggplot(data = data, aes(x = x1, y = x3, color = wt5
                                       
                              )) + 
    # Add a point layer
    geom_point() + 
    scale_color_manual(values = c("red", "blue")) +
    # Specify equal coordinates
    coord_equal()
 
scatter_plot  

# Load ggplot2
library(ggplot2)
# Plot x2 vs. x1, colored by y
scatter_plot<- ggplot(data = data, aes(x = x1, y = x4, color = wt5
                                       
                              )) + 
    # Add a point layer
    geom_point() + 
    scale_color_manual(values = c("red", "blue")) +
    # Specify equal coordinates
    coord_equal()
 
scatter_plot  

testdf <- data.frame(x2,x1,data$wt5)
print(testdf)
##               x2          x1 data.wt5
## 1     0.97645429 0.039269950       -1
## 2     0.96121884 0.054565438       -1
## 3     0.98753463 0.064181497        1
## 4     0.83102493 0.054158201       -1
## 5     0.92520776 0.043210958       -1
## 6     0.92659280 0.128599454        1
## 7     0.97506925 0.212674280        1
## 8     0.95429363 0.108018637        1
## 9     0.70498615 0.092254607       -1
## 10    0.88504155 0.084810481        1
## 11    0.93628809 0.110208085       -1
## 12    0.95429363 0.047151965       -1
## 13    0.99307479 0.087875709        1
## 14    0.93905817 0.129002312        1
## 15    0.85041551 0.093568276        1
## 16    0.95983380 0.136481469        1
## 17    0.55124654 0.028414664       -1
## 18    0.94875346 0.079857949        1
## 19    0.95152355 0.050655083       -1
## 20    0.97229917 0.152245498        1
## 21    0.99168975 0.059461045       -1
## 22    0.99307479 0.058467036        1
## 23    0.96121884 0.108894416        1
## 24    0.94321330 0.102326070        1
## 25    0.92659280 0.043210958       -1
## 26    0.99584488 0.060726547       -1
## 27    0.99445983 0.143049814        1
## 28    0.90166205 0.102763960        1
## 29            NA 0.032627163       -1
## 30    0.92243767 0.041021509       -1
## 31    0.90858726 0.076052687       -1
## 32    0.99584488 0.045400406       -1
## 33    0.87811634 0.051092973       -1
## 34    0.95844875 0.178956772        1
## 35    0.90720222 0.090065158        1
## 36    0.95706371 0.042335178       -1
## 37    0.92382271 0.065105444        1
## 38    0.93351801 0.081307364       -1
## 39    0.91966759 0.037080502       -1
## 40    0.92520776 0.099260842       -1
## 41    0.90581717 0.098822952       -1
## 42    0.99584488 0.187714566        1
## 43    0.93905817 0.090809571       -1
## 44    0.90027701 0.041897289       -1
## 45    0.86703601 0.065692216       -1
## 46    0.97368421 0.115462762        1
## 47    0.90443213 0.124220556        1
## 48    0.92243767 0.041021509       -1
## 49    0.91966759 0.043210958       -1
## 50    0.89889197 0.083934702        1
## 51    0.95983380 0.097947173        1
## 52    0.98753463 0.065105444        1
## 53    0.95983380 0.057661319        1
## 54    0.97368421 0.067246725       -1
## 55    0.92105263 0.076052687        1
## 56    0.93905817 0.106704967        1
## 57    0.90581717 0.069046451        1
## 58    0.93351801 0.098315000       -1
## 59    0.94182825 0.065070413       -1
## 60    0.99030471 0.078242136        1
## 61    0.96675900 0.069484341       -1
## 62    0.92520776 0.124220556       -1
## 63    0.93628809 0.092692496        1
## 64    0.65096953 0.084810481        1
## 65    0.93490305 0.048154733        1
## 66    0.93628809 0.104077629       -1
## 67    0.93490305 0.106704967       -1
## 68    0.93213296 0.150931829       -1
## 69    0.97368421 0.053203601        1
## 70    0.95013850 0.080431584        1
## 71    0.99584488 0.065289358        1
## 72            NA 0.146115042        1
## 73    0.92520776 0.495988930        1
## 74    0.95706371 0.182459889        1
## 75    0.90581717 0.041021509       -1
## 76    0.83102493 0.036642612       -1
## 77    0.96260388 0.082621033        1
## 78    0.92797784 0.045400406       -1
## 79    0.93628809 0.062915995        1
## 80    0.94182825 0.146552932        1
## 81    0.96537396 0.114928536       -1
## 82    0.93074792 0.075575387        1
## 83    0.87257618 0.084854270       -1
## 84    0.95290859 0.058974988        1
## 85    0.93767313 0.041021509       -1
## 86    0.87811634 0.102326070        1
## 87    0.87257618 0.064229664       -1
## 88    0.90997230 0.122429587       -1
## 89    0.81440443 0.189904015        1
## 90            NA 0.082183143        1
## 91            NA 0.073425349       -1
## 92    0.92659280 0.060288657        1
## 93    0.91966759 0.049779304       -1
## 94    0.83656510 0.266096826        1
## 95    0.96260388 0.052406642       -1
## 96    0.98060942 0.189904015        1
## 97    0.97229917 0.041021509       -1
## 98    0.92382271 0.118904575        1
## 99    0.96952909 0.084109858        1
## 100   0.96537396 0.111083865        1
## 101   0.96537396 0.077804246        1
## 102   0.98199446 0.048027745       -1
## 103   0.93351801 0.100009634       -1
## 104   0.93490305 0.110208085        1
## 105   0.97091413 0.207419603        1
## 106   0.95152355 0.051968752        1
## 107   0.92520776 0.078719435        1
## 108   0.81855956 0.207419603        1
## 109   0.96814404 0.060398129       -1
## 110   0.93213296 0.109332306        1
## 111   0.94875346 0.073863238        1
## 112   0.94182825 0.082419603        1
## 113   0.94044321 0.041021509       -1
## 114   0.93905817 0.154872837        1
## 115   0.91689751 0.079498879       -1
## 116   0.91966759 0.054158201       -1
## 117           NA 0.049779304       -1
## 118   0.91274238 0.060726547       -1
## 119   0.97229917 0.037956281        1
## 120   0.93767313 0.070360121       -1
## 121   0.92797784 0.114149093        1
## 122   0.96814404 0.141736145        1
## 123   0.97645429 0.127723674        1
## 124   0.99722992 0.066419113        1
## 125   0.93351801 0.091816717       -1
## 126   0.57063712 0.106704967       -1
## 127   0.96121884 0.066419113       -1
## 128   0.83102493 0.133854130        1
## 129   0.86842105 0.065105444        1
## 130   0.96537396 0.069922231       -1
## 131   0.96814404 0.091094199        1
## 132   0.90720222 0.081745253        1
## 133   0.92243767 0.156042002        1
## 134   0.91966759 0.062145309       -1
## 135   0.93628809 0.111083865       -1
## 136   0.82548476 0.073425349       -1
## 137   0.97506925 0.069484341        1
## 138   0.89889197 0.027884817       -1
## 139   0.89889197 0.069484341        1
## 140   0.92382271 0.099260842        1
## 141   0.85872576 0.092254607       -1
## 142   0.80193906 0.054158201       -1
## 143   0.93628809 0.105391298        1
## 144   0.94182825 0.047589855       -1
## 145   0.90858726 0.047151965       -1
## 146   0.92520776 0.220556295        1
## 147   0.91689751 0.091378827       -1
## 148   0.93351801 0.049341414       -1
## 149   0.95013850 0.065105444       -1
## 150   0.91966759 0.083058922       -1
## 151   0.95013850 0.156304736        1
## 152   0.97783934 0.051530862       -1
## 153   0.95290859 0.064667554        1
## 154   0.84626039 0.169323198        1
## 155   0.96260388 0.069922231        1
## 156   0.81855956 0.045400406       -1
## 157   0.91412742 0.071673790        1
## 158   0.92797784 0.153997057        1
## 159   0.99307479 0.081307364       -1
## 160   0.91966759 0.028957647        1
## 161   0.94182825 0.084810481       -1
## 162   0.97368421 0.058099208        1
## 163   0.96121884 0.027324319       -1
## 164   0.95152355 0.094444055        1
## 165   0.94321330 0.065981223       -1
## 166   0.88088643 0.164506411        1
## 167   0.91412742 0.079993694       -1
## 168   0.99307479 0.039261192       -1
## 169           NA 0.062915995       -1
## 170   0.96952909 0.131765396        1
## 171   0.96398892 0.286239753        1
## 172   0.83102493 0.069484341       -1
## 173           NA 0.100574511        1
## 174           NA 0.097071394       -1
## 175   0.90443213 0.036642612       -1
## 176   0.83102493 0.024819589       -1
## 177   0.89335180 0.045400406       -1
## 178   0.93213296 0.060288657       -1
## 179   0.93490305 0.085686261       -1
## 180   0.95844875 0.146115042        1
## 181           NA 0.080431584        1
## 182           NA 0.049779304       -1
## 183           NA 0.038394171       -1
## 184   0.93213296 0.076052687        1
## 185   0.93213296 0.127723674        1
## 186   0.90443213 0.159326175        1
## 187   0.76177285 0.054727457       -1
## 188   0.84487535 0.128857808        1
## 189   0.90166205 0.089189379        1
## 190   0.73130194 0.113711203       -1
## 191           NA 0.034453163       -1
## 192   0.91551247 0.051968752       -1
## 193   0.91412742 0.036642612       -1
## 194   0.95013850 0.106704967        1
## 195   0.91274238 0.076052687        1
## 196   0.91274238 0.076052687        1
## 197   0.83102493 0.150493940       -1
## 198   0.94598338 0.077804246       -1
## 199   0.97506925 0.073863238       -1
## 200   0.84487535 0.081745253        1
## 201   0.92243767 0.128599454        1
## 202   0.97091413 0.047589855        1
## 203   0.94044321 0.037080502       -1
## 204   0.97783934 0.078242136        1
## 205   0.93905817 0.069484341       -1
## 206   0.92382271 0.095319835        1
## 207           NA 0.090065158        1
## 208   0.98753463 0.089627268        1
## 209   0.93905817 0.146115042        1
## 210   0.93628809 0.106704967        1
## 211           NA 0.069046451        1
## 212   0.83795014 0.049779304       -1
## 213   0.86288089 0.057661319        1
## 214   0.91412742 0.216851748        1
## 215   0.92243767 0.056785539       -1
## 216   0.90858726 0.046276186       -1
## 217   0.98753463 0.062915995       -1
## 218   0.90443213 0.130788902        1
## 219   0.93490305 0.038394171       -1
## 220   0.93905817 0.117214321        1
## 221   0.83518006 0.044962517       -1
## 222   0.95706371 0.134165032        1
## 223   0.99168975 0.051968752       -1
## 224   0.80193906 0.121155328        1
## 225   0.82825485 0.107580747        1
## 226   0.98337950 0.132978351        1
## 227   0.95567867 0.115261333        1
## 228   0.83102493 0.052406642       -1
## 229   0.37257618 0.135167799        1
## 230   0.37257618 0.135167799        1
## 231   0.94044321 0.288665662        1
## 232   0.94459834 0.084810481       -1
## 233   0.90581717 0.033139494       -1
## 234   0.91551247 0.096099278        1
## 235   0.98614958 0.120279549        1
## 236   0.99445983 0.106704967        1
## 237   0.94321330 0.122031108        1
## 238   0.91966759 0.144363484        1
## 239   0.91412742 0.069046451        1
## 240   0.94182825 0.057223429       -1
## 241   0.97229917 0.097947173        1
## 242   0.91274238 0.106704967        1
## 243   0.93767313 0.076928466        1
## 244   0.89473684 0.139108807        1
## 245   0.99168975 0.075614797        1
## 246   0.93351801 0.106704967        1
## 247   0.93213296 0.071673790       -1
## 248   0.91551247 0.035766832       -1
## 249   0.87119114 0.066857003       -1
## 250   0.83102493 0.037387024       -1
## 251   0.33240997 0.119513242       -1
## 252   0.96952909 0.065981223        1
## 253   0.92243767 0.074301128        1
## 254   0.97368421 0.095319835        1
## 255   0.90720222 0.041021509       -1
## 256   0.92936288 0.074432495        1
## 257   0.95706371 0.080431584        1
## 258   0.81717452 0.025695369       -1
## 259   0.86149584 0.085248371        1
## 260   0.98614958 0.091378827        1
## 261   0.91412742 0.104953409        1
## 262   0.97506925 0.101450291        1
## 263   0.96260388 0.190341904        1
## 264   0.94459834 0.057223429        1
## 265   0.86426593 0.039707840       -1
## 266   0.95567867 0.083934702        1
## 267   0.91966759 0.049779304       -1
## 268   0.92797784 0.148742381        1
## 269   0.93351801 0.095757724        1
## 270   0.91551247 0.106704967        1
## 271   0.83102493 0.049083059       -1
## 272   0.96537396 0.080431584        1
## 273   0.97783934 0.049779304       -1
## 274   0.94598338 0.089189379        1
## 275   0.95152355 0.060288657       -1
## 276   0.90443213 0.078736951       -1
## 277   0.93074792 0.117214321        1
## 278   0.83102493 0.147735234        1
## 279           NA 0.054158201        1
## 280   0.91412742 0.045400406       -1
## 281   0.80332410 0.051968752       -1
## 282   0.98060942 0.100762804        1
## 283   0.93628809 0.144363484        1
## 284   0.83240997 0.124220556        1
## 285   0.91828255 0.045155188       -1
## 286   0.93490305 0.080431584        1
## 287   0.83102493 0.056347649       -1
## 288   0.84903047 0.143487704        1
## 289   0.83102493 0.041021509       -1
## 290   0.97091413 0.084810481        1
## 291   0.90858726 0.084810481       -1
## 292   0.83102493 0.043210958       -1
## 293   0.97645429 0.105964934        1
## 294   0.95290859 0.073153857       -1
## 295   0.93351801 0.069046451       -1
## 296   0.93490305 0.113711203        1
## 297   0.92659280 0.083058922       -1
## 298   0.74376731 0.124220556       -1
## 299   0.94736842 0.088313599       -1
## 300   0.99307479 0.053203601       -1
## 301   0.88088643 0.185525117        1
## 302   0.89889197 0.049779304       -1
## 303   0.94736842 0.108018637        1
## 304   0.93905817 0.062915995       -1
## 305   0.95429363 0.099260842        1
## 306           NA 0.035766832       -1
## 307   0.99445983 0.106704967        1
## 308   0.98891967 0.094444055        1
## 309   0.91274238 0.163954670        1
## 310   0.96952909 0.067294892        1
## 311   0.90858726 0.065981223        1
## 312           NA 0.062915995       -1
## 313   0.87950139 0.115462762        1
## 314   0.90858726 0.116776431        1
## 315   0.92659280 0.103639739        1
## 316   0.92382271 0.052406642       -1
## 317   0.92797784 0.056785539        1
## 318   0.99445983 0.058537098       -1
## 319   0.92659280 0.053221117        1
## 320           NA 0.055033980       -1
## 321   0.99168975 0.040478526        1
## 322   0.90027701 0.058537098        1
## 323   0.93074792 0.177073846        1
## 324   0.90581717 0.091816717        1
## 325   0.91412742 0.046823548       -1
## 326   0.95844875 0.069484341       -1
## 327   0.91412742 0.128599454        1
## 328   0.82963989 0.150056050        1
## 329   0.91966759 0.071235900       -1
## 330   0.82963989 0.150056050        1
## 331   0.98891967 0.182170882        1
## 332   0.92936288 0.146552932        1
## 333   0.94182825 0.150056050        1
## 334   0.98753463 0.061987669        1
## 335   0.90027701 0.172388426        1
## 336   0.91966759 0.115462762        1
## 337   0.91135734 0.066200168       -1
## 338   0.90304709 0.084810481       -1
## 339   0.95013850 0.106153226        1
## 340   0.90027701 0.049779304       -1
## 341   0.92243767 0.088313599       -1
## 342   0.97783934 0.084810481        1
## 343   0.92797784 0.093506971       -1
## 344   0.99030471 0.115462762        1
## 345   0.98476454 0.100263610        1
## 346   0.92382271 0.063791775        1
## 347   0.87673130 0.030074266       -1
## 348   0.90027701 0.080431584       -1
## 349   0.95152355 0.052065088       -1
## 350           NA 0.176767323        1
## 351   0.95152355 0.074739018       -1
## 352   0.96537396 0.045400406       -1
## 353   0.93905817 0.068608562       -1
## 354   0.92105263 0.093130386       -1
## 355   0.93351801 0.092298396       -1
## 356   0.91689751 0.088751489        1
## 357   0.97645429 0.056347649        1
## 358   0.93490305 0.051968752       -1
## 359           NA 0.039707840       -1
## 360   0.99168975 0.061602326       -1
## 361   0.93351801 0.132978351        1
## 362   0.97922438 0.038832061       -1
## 363           NA 0.089189379       -1
## 364   0.98199446 0.090564352        1
## 365   0.85734072 0.220118405        1
## 366   0.96260388 0.120717439        1
## 367           NA 0.155310727        1
## 368   0.83379501 0.157938065        1
## 369   0.93905817 0.078242136        1
## 370           NA 0.137795138        1
## 371           NA 0.112397534       -1
## 372   0.92659280 0.229314090        1
## 373   0.91828255 0.137357248        1
## 374   0.83102493 0.080869474        1
## 375   0.96121884 0.100136622        1
## 376           NA 0.093568276       -1
## 377           NA 0.062915995        1
## 378   0.94459834 0.093568276       -1
## 379   0.92659280 0.016937574       -1
## 380   0.93074792 0.064282211        1
## 381           NA 0.067294892       -1
## 382   0.91412742 0.059334057        1
## 383   0.95706371 0.114586982       -1
## 384   0.97783934 0.051530862       -1
## 385   0.91412742 0.071673790       -1
## 386   0.94182825 0.226248861       -1
## 387   0.95429363 0.055033980       -1
## 388   0.90720222 0.037518391       -1
## 389   0.85872576 0.062915995       -1
## 390   0.93767313 0.065981223       -1
## 391   0.96121884 0.087875709        1
## 392   0.41551247 0.049779304       -1
## 393   0.97922438 0.058537098       -1
## 394   0.93351801 0.038394171       -1
## 395   0.91135734 0.048465634       -1
## 396   0.92520776 0.076052687       -1
## 397   0.91412742 0.098385063       -1
## 398   0.93767313 0.096024837        1
## 399   0.92382271 0.161283542        1
## 400   0.90443213 0.080431584        1
## 401   0.90443213 0.080431584        1
## 402   0.90443213 0.168009528        1
## 403           NA 0.027884817       -1
## 404   0.99445983 0.137357248        1
## 405   0.97783934 0.054158201       -1
## 406   0.96121884 0.090721993        1
## 407           NA 0.039269950       -1
## 408   0.94459834 0.112047222        1
## 409   0.82963989 0.062915995        1
## 410   0.90166205 0.153997057        1
## 411   0.92797784 0.083058922       -1
## 412   0.98891967 0.052406642       -1
## 413   0.99722992 0.058537098       -1
## 414   0.93351801 0.085248371       -1
## 415   0.92520776 0.069046451        1
## 416   0.91689751 0.032263715       -1
## 417   0.96952909 0.161441183        1
## 418   0.83379501 0.041021509       -1
## 419   0.91966759 0.055909760       -1
## 420   0.83102493 0.048465634       -1
## 421   0.94459834 0.038832061       -1
## 422           NA 0.096195614       -1
## 423   0.93905817 0.106267078        1
## 424   0.99307479 0.060288657        1
## 425   0.95429363 0.065105444       -1
## 426   0.85041551 0.072777272       -1
## 427   0.94598338 0.058537098       -1
## 428   0.96537396 0.164944300        1
## 429   0.93490305 0.064229664        1
## 430   0.94875346 0.073412212        1
## 431   0.88088643 0.058537098        1
## 432   0.92382271 0.058537098       -1
## 433   0.95429363 0.057223429        1
## 434   0.85041551 0.069484341       -1
## 435   0.91828255 0.076490577       -1
## 436   0.83102493 0.032263715       -1
## 437   0.86565097 0.071673790       -1
## 438   0.67036011 0.117078575       -1
## 439   0.97645429 0.105391298        1
## 440   0.90720222 0.128599454        1
## 441   0.98337950 0.062915995       -1
## 442   0.68975069 0.069046451       -1
## 443   0.92797784 0.080431584       -1
## 444   0.94044321 0.121155328        1
## 445   0.99861496 0.062040216        1
## 446   0.90027701 0.136919358        1
## 447   0.90443213 0.043210958       -1
## 448   0.57479224 0.267848385        1
## 449   0.93074792 0.101288272        1
## 450   0.95983380 0.084810481        1
## 451   0.90027701 0.036642612       -1
## 452   0.97506925 0.064229664       -1
## 453   0.90304709 0.084810481       -1
## 454   0.98060942 0.069484341       -1
## 455   0.93628809 0.072549569        1
## 456   0.94875346 0.048027745       -1
## 457   0.91274238 0.091378827       -1
## 458   0.92936288 0.042378967       -1
## 459   0.96814404 0.071673790       -1
## 460   0.92243767 0.107580747        1
## 461   0.93213296 0.093568276       -1
## 462   0.94182825 0.054158201        1
## 463           NA 0.080431584        1
## 464   0.94044321 0.164506411        1
## 465   0.92659280 0.049779304        1
## 466           NA 0.071673790       -1
## 467   0.93074792 0.062915995       -1
## 468   0.91274238 0.079555805       -1
## 469   0.91412742 0.106704967        1
## 470   0.93213296 0.051176172        1
## 471   0.97368421 0.066857003       -1
## 472   0.93074792 0.046714076       -1
## 473   0.99307479 0.043648847        1
## 474   0.96814404 0.073863238       -1
## 475   0.97091413 0.084810481       -1
## 476   0.91828255 0.124220556       -1
## 477   0.94459834 0.076052687        1
## 478   0.93628809 0.196910250        1
## 479   0.99307479 0.076052687        1
## 480   0.90581717 0.083058922       -1
## 481   0.93074792 0.045838296       -1
## 482           NA 0.041021509       -1
## 483   0.96537396 0.042773068       -1
## 484   0.91828255 0.071673790        1
## 485   0.97506925 0.124220556        1
## 486   0.93351801 0.187478106        1
## 487   0.83102493 0.130788902       -1
## 488   0.93351801 0.048903524       -1
## 489   0.87811634 0.078242136        1
## 490   0.86980609 0.067294892       -1
## 491   0.99307479 0.229314090        1
## 492   0.95983380 0.171893610       -1
## 493   0.93351801 0.124220556        1
## 494   0.84349030 0.058099208       -1
## 495   0.83379501 0.072549569       -1
## 496   0.96260388 0.089189379       -1
## 497   0.94321330 0.061409655       -1
## 498   0.99584488 0.048027745       -1
## 499   0.99445983 0.045400406       -1
## 500   0.99030471 0.089189379       -1
## 501   0.86842105 0.062915995        1
## 502   0.96121884 0.041459399       -1
## 503   0.91135734 0.058537098       -1
## 504   0.98753463 0.191655573        1
## 505   0.91966759 0.097947173        1
## 506   0.90997230 0.058537098       -1
## 507   0.95152355 0.083496812       -1
## 508   0.95983380 0.171893610       -1
## 509   0.95983380 0.094851293        1
## 510   0.91412742 0.048903524       -1
## 511   0.97368421 0.049985112       -1
## 512   0.90166205 0.036642612       -1
## 513   0.93351801 0.064260317       -1
## 514   0.95290859 0.123607511        1
## 515   0.97091413 0.053151054       -1
## 516   0.70637119 0.075614797       -1
## 517   0.91551247 0.065105444       -1
## 518   0.88365651 0.068608562        1
## 519   0.69806094 0.102326070       -1
## 520           NA 0.124220556        1
## 521   0.95290859 0.043210958       -1
## 522   0.95429363 0.056785539       -1
## 523   0.92659280 0.086562040       -1
## 524   0.91412742 0.049779304       -1
## 525   0.91412742 0.032263715       -1
## 526   0.97229917 0.181146220        1
## 527   0.94182825 0.037956281       -1
## 528   0.81717452 0.073863238       -1
## 529   0.78947368 0.061164436       -1
## 530   0.76454294 0.098385063       -1
## 531   0.93074792 0.166257970       -1
## 532           NA 0.071673790       -1
## 533   0.97091413 0.045400406       -1
## 534   0.97368421 0.059496077       -1
## 535   0.88365651 0.032263715       -1
## 536   0.97783934 0.106267078        1
## 537           NA 0.056347649       -1
## 538   0.97783934 0.053282421        1
## 539   0.90027701 0.043210958       -1
## 540   0.97229917 0.084810481        1
## 541   0.92659280 0.108894416        1
## 542   0.95706371 0.119841659        1
## 543   0.93905817 0.213112170        1
## 544   0.92520776 0.110208085        1
## 545   0.91412742 0.069046451        1
## 546   0.91689751 0.048465634       -1
## 547   0.91689751 0.054158201       -1
## 548   0.94459834 0.067294892       -1
## 549   0.84487535 0.082183143       -1
## 550   0.90443213 0.062040216       -1
## 551   0.94459834 0.076052687       -1
## 552   0.86842105 0.159689624       -1
## 553   0.65373961 0.054158201       -1
## 554   0.92936288 0.058537098       -1
## 555   0.91828255 0.097071394        1
## 556   0.93490305 0.075176907       -1
## 557   0.95429363 0.062478106       -1
## 558   0.42105263 0.036642612       -1
## 559   0.93490305 0.141736145       -1
## 560   0.90443213 0.065849856       -1
## 561   0.88365651 0.086124150        1
## 562   0.92382271 0.165382190        1
## 563   0.92797784 0.080431584        1
## 564   0.98337950 0.069484341        1
## 565   0.95567867 0.062915995       -1
## 566   0.84764543 0.146552932        1
## 567   0.84764543 0.146552932        1
## 568   0.84764543 0.078242136       -1
## 569   0.84764543 0.061164436       -1
## 570   0.99584488 0.048903524       -1
## 571   0.90304709 0.045400406       -1
## 572   0.92105263 0.036642612       -1
## 573   0.97783934 0.067294892        1
## 574   0.99168975 0.093568276        1
## 575   0.87950139 0.062478106       -1
## 576   0.88642659 0.062915995       -1
## 577   0.83102493 0.132978351       -1
## 578   0.97506925 0.076490577       -1
## 579   0.84349030 0.042773068       -1
## 580   0.98337950 0.070360121        1
## 581   0.96121884 0.102326070        1
## 582   0.88088643 0.073863238        1
## 583   0.81717452 0.062478106       -1
## 584   0.97506925 0.066857003       -1
## 585   0.96814404 0.043210958       -1
## 586           NA 0.062915995       -1
## 587   0.94598338 0.057840853       -1
## 588   0.96952909 0.051968752       -1
## 589   0.87673130 0.068608562       -1
## 590   0.99307479 0.062915995       -1
## 591   0.90720222 0.072177363        1
## 592   0.97229917 0.148742381       -1
## 593           NA 0.040382190       -1
## 594   0.93905817 0.072111679       -1
## 595           NA 0.032263715       -1
## 596   0.95844875 0.044743572       -1
## 597   0.92797784 0.038394171       -1
## 598   0.91828255 0.133823478       -1
## 599   0.91551247 0.098822952       -1
## 600   0.95567867 0.041021509       -1
## 601   0.94459834 0.264345267        1
## 602   0.92382271 0.069922231       -1
## 603   0.94736842 0.069484341       -1
## 604   1.00000000 0.049779304       -1
## 605   0.99584488 0.080431584        1
## 606   0.69252078 0.207419603       -1
## 607   0.90997230 0.054158201       -1
## 608   0.95844875 0.069484341       -1
## 609           NA 0.054158201       -1
## 610   0.80470914 0.080431584       -1
## 611   0.93628809 0.080431584       -1
## 612   0.94182825 0.049779304       -1
## 613   0.87950139 0.045400406       -1
## 614   0.98891967 0.066419113        1
## 615   0.91689751 0.031825825       -1
## 616   0.90027701 0.071673790       -1
## 617   0.21606648 0.068608562       -1
## 618   0.96952909 0.045400406       -1
## 619   0.98060942 0.084810481        1
## 620   0.98199446 0.103201850       -1
## 621   0.98199446 0.048027745       -1
## 622   0.95013850 0.049779304       -1
## 623           NA 0.096195614       -1
## 624   0.96398892 0.092692496        1
## 625   0.92520776 0.047589855       -1
## 626   0.99861496 0.045798886       -1
## 627           NA 0.079993694       -1
## 628   0.95567867 0.120717439        1
## 629   0.98199446 0.061164436       -1
## 630   0.76177285 0.130788902       -1
## 631   0.99861496 0.046714076       -1
## 632   0.97783934 0.095319835       -1
## 633   0.90027701 0.071673790       -1
## 634   0.90581717 0.054158201       -1
## 635   0.99307479 0.081745253        1
## 636   0.90581717 0.065206158       -1
## 637   0.94182825 0.106704967       -1
## 638   0.93905817 0.058099208       -1
## 639   0.90027701 0.093568276        1
## 640   0.95844875 0.235882435        1
## 641   0.99861496 0.046714076       -1
## 642   0.91412742 0.074739018       -1
## 643           NA 0.149618160        1
## 644   0.94182825 0.141736145        1
## 645   0.94182825 0.094006165        1
## 646   0.93074792 0.068170672        1
## 647   0.87257618 0.036642612       -1
## 648   0.94459834 0.097947173       -1
## 649   0.93490305 0.085686261       -1
## 650   0.93351801 0.089583479       -1
## 651   0.95013850 0.043210958       -1
## 652   0.95152355 0.048027745        1
## 653   0.92520776 0.097947173        1
## 654   0.81717452 0.079117915       -1
## 655   0.83102493 0.054158201       -1
## 656   0.90443213 0.034453163       -1
## 657           NA 0.102326070       -1
## 658   0.86980609 0.062915995       -1
## 659   0.91689751 0.098822952        1
## 660   0.84072022 0.084810481       -1
## 661   0.92659280 0.132978351        1
## 662   0.92659280 0.132978351        1
## 663   0.86288089 0.036642612       -1
## 664   0.83379501 0.097947173       -1
## 665   0.97922438 0.056347649        1
## 666   0.83102493 0.054158201       -1
## 667   0.95983380 0.054596091       -1
## 668   0.90027701 0.041021509       -1
## 669   0.94598338 0.071673790       -1
## 670   0.83102493 0.045400406       -1
## 671   0.92520776 0.048465634       -1
## 672   0.92659280 0.051092973       -1
## 673   0.95290859 0.048465634       -1
## 674   0.93767313 0.065644048       -1
## 675   0.94459834 0.095319835       -1
## 676   0.93351801 0.132102571       -1
## 677   0.94875346 0.106704967        1
## 678   0.97229917 0.102326070        1
## 679   0.38781163 0.054158201       -1
## 680   0.90027701 0.060726547       -1
## 681           NA 0.123344777        1
## 682           NA 0.080431584       -1
## 683   0.92659280 0.045400406       -1
## 684   0.92105263 0.069484341       -1
## 685   0.89750693 0.044524627       -1
## 686   0.93213296 0.104515519       -1
## 687   0.98753463 0.117595285        1
## 688   0.93351801 0.096795523       -1
## 689   0.92105263 0.049779304       -1
## 690   0.99722992 0.054158201       -1
## 691   0.97506925 0.062915995       -1
## 692   0.87257618 0.049901913       -1
## 693   0.84487535 0.014310236       -1
## 694   0.90581717 0.079117915       -1
## 695   0.96537396 0.036642612       -1
## 696   0.89889197 0.032263715       -1
## 697   0.90720222 0.041021509       -1
## 698   0.98476454 0.053063476        1
## 699   0.98753463 0.105829188        1
## 700   0.92382271 0.065775415        1
## 701   0.99861496 0.065249947       -1
## 702   0.92243767 0.044086737       -1
## 703   0.96537396 0.053282421       -1
## 704           NA 0.082621033        1
## 705   0.94182825 0.117214321       -1
## 706   0.92243767 0.049779304       -1
## 707   0.91135734 0.027884817       -1
## 708   0.83102493 0.031935297       -1
## 709   0.91966759 0.069484341       -1
## 710   0.99722992 0.005990331       -1
## 711           NA 0.078242136        1
## 712           NA 0.049779304       -1
## 713   0.96675900 0.043648847       -1
## 714           NA 0.045400406       -1
## 715   0.91966759 0.047589855        1
## 716   0.93767313 0.062915995       -1
## 717   0.91966759 0.115462762        1
## 718   0.96121884 0.074739018        1
## 719   0.93074792 0.014748126       -1
## 720   0.99168975 0.084810481        1
## 721   0.90720222 0.042773068       -1
## 722   0.89750693 0.102326070        1
## 723   0.92936288 0.035328943       -1
## 724   0.97645429 0.054158201       -1
## 725   0.94182825 0.051092973       -1
## 726   0.94321330 0.102326070       -1
## 727   0.91274238 0.065105444        1
## 728   0.94875346 0.067294892       -1
## 729   0.95290859 0.079993694       -1
## 730   0.99307479 0.050655083       -1
## 731   0.95983380 0.065981223       -1
## 732   0.93628809 0.079555805       -1
## 733   0.93351801 0.065543334       -1
## 734           NA 0.097071394        1
## 735   0.84626039 0.053720311       -1
## 736   0.87534626 0.070798010        1
## 737   0.92520776 0.076052687       -1
## 738   0.92105263 0.071673790       -1
## 739   0.94182825 0.072987459       -1
## 740   0.91966759 0.050007006       -1
## 741   0.96537396 0.062915995        1
## 742   0.96398892 0.071673790       -1
## 743   0.93213296 0.054158201       -1
## 744   0.96675900 0.051968752       -1
## 745   0.93074792 0.086999930        1
## 746   0.91135734 0.058537098       -1
## 747   0.97506925 0.051657850        1
## 748   0.98199446 0.098385063        1
## 749   0.96952909 0.067294892       -1
## 750   0.92797784 0.154872837       -1
## 751   0.99030471 0.232379318        1
## 752   0.95706371 0.172445351        1
## 753   0.96952909 0.115900652        1
## 754   0.95152355 0.139778778        1
## 755   0.91274238 0.168009528        1
## 756   0.88227147 0.054158201       -1
## 757   0.93767313 0.158375955        1
## 758   0.76177285 0.045531773       -1
## 759   0.96260388 0.076052687       -1
## 760   0.86842105 0.071673790       -1
## 761   0.91689751 0.036756463       -1
## 762   0.65096953 0.189904015        1
## 763   0.87811634 0.067294892       -1
## 764   0.96675900 0.061602326       -1
## 765   0.99168975 0.111521754        1
## 766   0.95152355 0.041897289       -1
## 767   0.82825485 0.061028691       -1
## 768           NA 0.080431584       -1
## 769   0.94459834 0.150493940        1
## 770   0.84487535 0.054158201       -1
## 771   0.98891967 0.105741610        1
## 772   0.93074792 0.069922231        1
## 773           NA 0.080869474        1
## 774   0.93767313 0.049779304       -1
## 775   0.70221607 0.030074266       -1
## 776   0.70221607 0.030074266       -1
## 777   0.91966759 0.045400406       -1
## 778   0.96952909 0.037518391       -1
## 779   0.90720222 0.053282421       -1
## 780   0.91689751 0.026133259       -1
## 781   0.91966759 0.034453163       -1
## 782   0.99722992 0.071673790        1
## 783   0.90027701 0.058537098       -1
## 784   0.96121884 0.044086737       -1
## 785   0.90304709 0.084810481       -1
## 786   0.96537396 0.065543334       -1
## 787   0.99861496 0.065105444        1
## 788   0.70221607 0.030074266       -1
## 789   0.90443213 0.141736145        1
## 790   0.99445983 0.093568276        1
## 791           NA 0.097947173       -1
## 792   0.93767313 0.049779304       -1
## 793   0.93490305 0.077804246       -1
## 794   0.96952909 0.056347649       -1
## 795   0.64127424 0.045400406        1
## 796           NA 0.211798501       -1
## 797   0.96121884 0.089627268        1
## 798   0.91966759 0.099260842       -1
## 799   0.99445983 0.047589855        1
## 800   0.98060942 0.062040216        1
## 801   0.94736842 0.100136622        1
## 802   0.92382271 0.097947173        1
## 803   0.92382271 0.097947173        1
## 804   0.91274238 0.143925594        1
## 805   0.93351801 0.033139494       -1
## 806   0.81717452 0.135286030        1
## 807   0.98060942 0.060726547        1
## 808   0.74792244 0.051968752       -1
## 809   0.91412742 0.073425349        1
## 810   0.93351801 0.093568276        1
## 811   0.94321330 0.071673790        1
## 812   0.95706371 0.062915995       -1
## 813   0.93074792 0.100513207        1
## 814   0.96814404 0.129037343        1
## 815   0.98753463 0.084372592        1
## 816   0.91551247 0.084810481       -1
## 817   0.96398892 0.062915995       -1
## 818   0.95844875 0.046276186       -1
## 819   0.94875346 0.155310727        1
## 820   0.98891967 0.065543334       -1
## 821   0.92659280 0.090384817        1
## 822   0.99168975 0.049779304        1
## 823   0.94182825 0.049779304       -1
## 824   0.94044321 0.102326070       -1
## 825   0.94875346 0.045400406       -1
## 826   0.92105263 0.066638058       -1
## 827   0.93490305 0.080431584        1
## 828   0.93213296 0.089189379        1
## 829   0.91274238 0.058537098       -1
## 830           NA 0.161441183        1
## 831   0.92659280 0.082599138       -1
## 832           NA 0.065105444       -1
## 833   0.93351801 0.202602817        1
## 834   0.93351801 0.202602817        1
## 835   0.91135734 0.080431584        1
## 836   0.90720222 0.051530862       -1
## 837   0.94875346 0.054158201        1
## 838   0.97506925 0.045400406       -1
## 839   0.91412742 0.049779304       -1
## 840   0.90720222 0.072549569        1
## 841   0.93351801 0.124220556        1
## 842   0.95429363 0.077366356       -1
## 843   0.94044321 0.058537098       -1
## 844   0.92105263 0.042484061        1
## 845   0.95152355 0.092254607        1
## 846   0.96675900 0.056566594        1
## 847   0.95152355 0.092254607        1
## 848   0.94182825 0.133416240        1
## 849   0.94598338 0.102326070       -1
## 850   0.94598338 0.051530862       -1
## 851   0.92382271 0.078242136       -1
## 852   0.96537396 0.067386849        1
## 853   0.93490305 0.045400406       -1
## 854   0.91551247 0.094785609        1
## 855   0.97922438 0.043736425       -1
## 856   0.94182825 0.089189379        1
## 857   0.98337950 0.102326070        1
## 858   0.90443213 0.096712324        1
## 859   0.95013850 0.049779304       -1
## 860   0.95983380 0.099260842       -1
## 861   0.92659280 0.037080502       -1
## 862   0.94044321 0.075614797        1
## 863   0.88365651 0.115462762        1
## 864   0.92797784 0.091378827       -1
## 865   0.93213296 0.070360121       -1
## 866   0.91689751 0.053063476       -1
## 867   0.88504155 0.084810481       -1
## 868   0.92520776 0.062040216        1
## 869   0.90720222 0.070798010       -1
## 870   0.96260388 0.088970434       -1
## 871   0.98060942 0.061164436        1
## 872   0.89612188 0.100136622       -1
## 873   0.83379501 0.066857003       -1
## 874   0.87257618 0.053720311       -1
## 875   0.95567867 0.045820780       -1
## 876   0.89750693 0.036642612       -1
## 877   0.91412742 0.047151965       -1
## 878   0.84210526 0.061089995       -1
## 879   0.99584488 0.052406642       -1
## 880   0.97368421 0.103201850        1
## 881   0.93905817 0.132978351        1
## 882   0.85595568 0.052669376       -1
## 883   0.83240997 0.045400406       -1
## 884   0.91274238 0.050655083        1
## 885   0.91828255 0.042773068       -1
## 886   0.93767313 0.057372311       -1
## 887   0.99445983 0.118090100        1
## 888   0.96814404 0.097071394        1
## 889   0.97091413 0.072111679       -1
## 890   0.91966759 0.061554158        1
## 891           NA 0.189904015        1
## 892   0.97229917 0.065981223        1
## 893   0.96121884 0.095757724        1
## 894   0.97922438 0.054723079       -1
## 895   0.90997230 0.058537098       -1
## 896   0.90858726 0.045400406       -1
## 897   0.96675900 0.148304491        1
## 898   0.82132964 0.133416240        1
## 899   0.94875346 0.036642612       -1
## 900   0.96814404 0.047589855       -1
## 901   0.92105263 0.060170427        1
## 902   0.87950139 0.041897289       -1
## 903   0.98337950 0.094881945        1
## 904   0.94182825 0.062915995       -1
## 905   0.98476454 0.111083865       -1
## 906   0.94459834 0.093568276        1
## 907           NA 0.030074266       -1
## 908   0.95844875 0.126410005       -1
## 909   0.94321330 0.071673790       -1
## 910   0.92936288 0.064163981       -1
## 911           NA 0.122031108        1
## 912   0.91689751 0.055471870       -1
## 913   0.84764543 0.111083865       -1
## 914   0.68144044 0.229314090        1
## 915   0.96675900 0.046276186       -1
## 916   0.96814404 0.190341904        1
## 917   0.89612188 0.034453163       -1
## 918   0.93767313 0.065105444       -1
## 919   0.95152355 0.067294892        1
## 920   0.97368421 0.120717439        1
## 921   0.87257618 0.047589855       -1
## 922   0.38365651 0.049779304       -1
## 923   0.92243767 0.038832061       -1
## 924   0.96814404 0.135605689        1
## 925   0.90720222 0.065105444       -1
## 926   0.93351801 0.063791775        1
## 927   0.94736842 0.059412877        1
## 928   0.92659280 0.067732782       -1
## 929   0.88227147 0.108018637        1
## 930   0.91828255 0.056347649       -1
## 931   0.96814404 0.159251734        1
## 932   0.95706371 0.068608562        1
## 933   0.91412742 0.049779304       -1
## 934   0.91966759 0.036642612       -1
## 935   0.78947368 0.203040706        1
## 936   0.88227147 0.089189379        1
## 937   0.95290859 0.093568276        1
## 938   0.89889197 0.075176907       -1
## 939   0.90443213 0.062915995       -1
## 940   0.90443213 0.050217193       -1
## 941   0.87811634 0.054596091       -1
## 942   0.96814404 0.053720311       -1
## 943   0.97922438 0.054158201       -1
## 944   0.85872576 0.065762278       -1
## 945   0.91966759 0.109332306        1
## 946   0.83102493 0.041021509       -1
## 947   0.92243767 0.157062285        1
## 948   0.93213296 0.066857003       -1
## 949   0.98199446 0.068608562        1
## 950   0.96814404 0.072987459        1
## 951   0.97229917 0.084372592       -1
## 952   0.91412742 0.132102571       -1
## 953   0.95706371 0.104515519        1
## 954   0.93905817 0.084810481       -1
## 955   0.99584488 0.100574511        1
## 956   0.81717452 0.055909760       -1
## 957   0.94875346 0.084810481        1
## 958   0.93905817 0.072987459       -1
## 959   0.93905817 0.086999930        1
## 960   0.97783934 0.056347649        1
## 961   0.90581717 0.056347649       -1
## 962   0.92797784 0.078242136       -1
## 963           NA 0.105391298       -1
## 964   0.86011080 0.038832061       -1
## 965   0.72299169 0.154872837       -1
## 966   0.90027701 0.045400406       -1
## 967   0.96121884 0.062915995       -1
## 968   0.93351801 0.069484341       -1
## 969   0.83102493 0.043210958       -1
## 970   0.91966759 0.058537098       -1
## 971           NA 0.151369719        1
## 972   0.97091413 0.067732782        1
## 973   0.94736842 0.076052687        1
## 974   0.90027701 0.078242136       -1
## 975   0.90027701 0.078264030       -1
## 976   0.96398892 0.072987459       -1
## 977   0.97091413 0.079117915        1
## 978   0.93628809 0.051968752       -1
## 979   0.96121884 0.102326070       -1
## 980   0.88227147 0.148742381        1
## 981   0.90997230 0.091816717        1
## 982   0.87257618 0.038534296       -1
## 983   0.94182825 0.081307364        1
## 984   0.96952909 0.121593218        1
## 985   0.83102493 0.076052687       -1
## 986   0.92520776 0.047589855       -1
## 987   0.93905817 0.142174035        1
## 988           NA 0.124220556       -1
## 989           NA 0.026571148       -1
## 990   0.83102493 0.041021509       -1
## 991   0.87534626 0.108018637        1
## 992   0.89750693 0.192531353        1
## 993   0.89889197 0.071673790       -1
## 994   0.89889197 0.071673790       -1
## 995   0.96121884 0.066681847       -1
## 996   0.90581717 0.080431584       -1
## 997   0.86288089 0.100574511        1
## 998   0.90858726 0.060288657       -1
## 999   0.91828255 0.093568276       -1
## 1000          NA 0.143925594        1
## 1001  0.93767313 0.102326070        1
## 1002  0.97922438 0.064229664        1
## 1003  0.91828255 0.030512156       -1
## 1004  0.98060942 0.105391298        1
## 1005  0.90997230 0.131296854        1
## 1006  0.83102493 0.058537098       -1
## 1007          NA 0.049779304       -1
## 1008  0.90997230 0.080431584       -1
## 1009  0.96121884 0.118965880        1
## 1010  0.86980609 0.085248371       -1
## 1011  0.83102493 0.080151335       -1
## 1012  0.84210526 0.032701604       -1
## 1013          NA 0.143925594        1
## 1014  0.97783934 0.182022000        1
## 1015  0.86426593 0.052844532       -1
## 1016  0.65096953 0.189904015        1
## 1017  0.91689751 0.093568276       -1
## 1018  0.91828255 0.056347649       -1
## 1019          NA 0.030074266       -1
## 1020          NA 0.123344777        1
## 1021  0.78947368 0.145677153        1
## 1022  0.96675900 0.054596091       -1
## 1023  0.86288089 0.077366356       -1
## 1024          NA 0.120397779        1
## 1025  0.97368421 0.090244693       -1
## 1026  0.92243767 0.050655083        1
## 1027  0.95844875 0.060288657       -1
## 1028  0.93213296 0.067732782       -1
## 1029  0.97922438 0.102326070        1
## 1030  0.96398892 0.058974988       -1
## 1031  0.93351801 0.043210958       -1
## 1032  0.87396122 0.051530862       -1
## 1033  0.99168975 0.071503013       -1
## 1034  0.91412742 0.093568276        1
## 1035  0.91551247 0.108456526        1
## 1036  0.86426593 0.146115042       -1
## 1037  0.99445983 0.058537098       -1
## 1038  0.91689751 0.036642612       -1
## 1039  0.93074792 0.071743852       -1
## 1040  0.83102493 0.255587473        1
## 1041  0.99307479 0.079555805        1
## 1042  0.95152355 0.041021509        1
## 1043  0.83102493 0.178518882        1
## 1044  0.90443213 0.080431584       -1
## 1045          NA 0.094006165        1
## 1046  0.84626039 0.073425349       -1
## 1047  0.94182825 0.048465634       -1
## 1048  0.98614958 0.091251839       -1
## 1049  0.90304709 0.061164436       -1
## 1050  0.85872576 0.047589855       -1
## 1051  0.83379501 0.023505920       -1
## 1052  0.86288089 0.058537098       -1
## 1053          NA 0.037956281       -1
## 1054  0.90858726 0.106704967        1
## 1055  0.95152355 0.090503048        1
## 1056  0.91135734 0.045400406        1
## 1057  0.95013850 0.050217193       -1
## 1058  0.99445983 0.077366356        1
## 1059  0.98060942 0.047090661       -1
## 1060  0.91412742 0.023505920       -1
## 1061  0.93213296 0.071673790       -1
## 1062          NA 0.054158201       -1
## 1063  0.95844875 0.079555805       -1
## 1064  0.85041551 0.124220556        1
## 1065  0.98199446 0.044529006       -1
## 1066  0.83933518 0.125972115        1
## 1067  0.88365651 0.080431584       -1
## 1068  0.97368421 0.045400406        1
## 1069  0.96814404 0.043710152       -1
## 1070  0.91274238 0.143925594        1
## 1071  0.94044321 0.102763960        1
## 1072  0.95983380 0.062478106       -1
## 1073  0.88227147 0.124220556        1
## 1074  0.62326870 0.052980277       -1
## 1075          NA 0.086999930        1
## 1076  0.86565097 0.071678169       -1
## 1077  0.83656510 0.166695859        1
## 1078  0.83102493 0.047480383       -1
## 1079  0.94875346 0.102326070        1
## 1080  0.94321330 0.114149093        1
## 1081  0.82132964 0.049779304       -1
## 1082  0.93351801 0.129365761        1
## 1083  0.92105263 0.040522315       -1
## 1084  0.91689751 0.059412877       -1
## 1085  0.93351801 0.129365761        1
## 1086  0.91551247 0.068170672       -1
## 1087  0.94459834 0.124220556        1
## 1088  0.91966759 0.045400406       -1
## 1089  0.92797784 0.146115042        1
## 1090  0.97368421 0.049744272       -1
## 1091  0.87811634 0.067294892       -1
## 1092  0.92659280 0.050217193       -1
## 1093  0.93074792 0.140422476        1
## 1094  0.91828255 0.058974988       -1
## 1095  0.98753463 0.125709381        1
## 1096  0.94321330 0.100136622        1
## 1097  0.92382271 0.048356162       -1
## 1098          NA 0.135605689        1
## 1099  0.91966759 0.090940937        1
## 1100  0.88504155 0.079555805       -1
## 1101  0.96814404 0.056785539       -1
## 1102  0.96952909 0.117652210        1
## 1103  0.94875346 0.085248371       -1
## 1104  0.93905817 0.102326070       -1
## 1105  0.83102493 0.059412877       -1
## 1106  0.96260388 0.102326070       -1
## 1107  0.92105263 0.073425349        1
## 1108  0.87119114 0.035328943       -1
## 1109  0.95152355 0.075325790       -1
## 1110  0.86426593 0.146115042       -1
## 1111          NA 0.045400406       -1
## 1112  0.91966759 0.064050130       -1
## 1113  0.95013850 0.143925594        1
## 1114  0.89612188 0.037080502       -1
## 1115  0.98753463 0.067075948        1
## 1116  0.92105263 0.056715477       -1
## 1117  0.96537396 0.137795138        1
## 1118  0.98891967 0.067294892       -1
## 1119  0.91135734 0.119841659        1
## 1120  0.83795014 0.132978351        1
## 1121  0.99584488 0.022630141       -1
## 1122          NA 0.016499685       -1
## 1123  0.90720222 0.048137217       -1
## 1124  0.69252078 0.058537098       -1
## 1125  0.98476454 0.102326070        1
## 1126  0.94044321 0.122924403        1
## 1127  0.91412742 0.028497863       -1
## 1128  0.96398892 0.114586982        1
## 1129  0.58171745 0.111083865       -1
## 1130  0.91966759 0.051968752       -1
## 1131  0.91412742 0.070360121       -1
## 1132  0.91828255 0.095319835        1
## 1133  0.83102493 0.080431584       -1
## 1134  0.94875346 0.058537098       -1
## 1135  0.95844875 0.089189379       -1
## 1136  0.99584488 0.045400406       -1
## 1137          NA 0.049779304       -1
## 1138  0.87673130 0.128161564       -1
## 1139  0.91412742 0.023505920       -1
## 1140  0.83102493 0.027884817       -1
## 1141  0.94044321 0.058537098       -1
## 1142  0.87673130 0.128161564       -1
## 1143  0.93767313 0.076928466        1
## 1144  0.90997230 0.101888180       -1
## 1145  0.67313019 0.089189379       -1
## 1146  0.93213296 0.129475233       -1
## 1147  0.84903047 0.054158201       -1
## 1148  0.96537396 0.281860856        1
## 1149  0.87257618 0.093568276        1
## 1150  0.98060942 0.115462762        1
## 1151  0.90858726 0.065105444       -1
## 1152  0.96952909 0.045400406        1
## 1153  0.95013850 0.081307364        1
## 1154  0.91828255 0.056785539       -1
## 1155  0.98753463 0.097947173       -1
## 1156  0.99030471 0.069265396        1
## 1157  0.83102493 0.019564913       -1
## 1158  0.94321330 0.108456526       -1
## 1159  0.83102493 0.102763960       -1
## 1160  0.93905817 0.213112170        1
## 1161  0.96121884 0.131226792       -1
## 1162  0.90027701 0.056347649       -1
## 1163  0.55401662 0.032263715       -1
## 1164  0.84072022 0.115462762       -1
## 1165  0.93351801 0.168009528       -1
## 1166  0.91689751 0.071673790        1
## 1167  0.83656510 0.062915995       -1
## 1168  0.99168975 0.073863238        1
## 1169  0.83379501 0.116776431        1
## 1170  0.94459834 0.091378827       -1
## 1171  0.97922438 0.093568276        1
## 1172          NA 0.163630631        1
## 1173  0.92243767 0.176767323        1
## 1174  0.99584488 0.097947173        1
## 1175  0.93905817 0.104077629       -1
## 1176          NA 0.072111679       -1
## 1177  0.86565097 0.043648847       -1
## 1178  0.96675900 0.099698732       -1
## 1179  0.95844875 0.117652210        1
## 1180  0.95429363 0.106704967        1
## 1181  0.87673130 0.102326070        1
## 1182  0.95429363 0.162754852        1
## 1183  0.98476454 0.100263610        1
## 1184  0.85872576 0.036379878       -1
## 1185  0.82548476 0.023505920       -1
## 1186  0.88642659 0.137357248        1
## 1187  0.90443213 0.047589855       -1
## 1188  0.95429363 0.099961466        1
## 1189  0.93905817 0.055909760       -1
## 1190  0.84487535 0.168009528        1
## 1191  0.92520776 0.054158201        1
## 1192  0.90304709 0.140422476        1
## 1193  0.98891967 0.124220556        1
## 1194  0.97091413 0.047589855       -1
## 1195  0.85595568 0.047589855       -1
## 1196  0.98060942 0.102326070       -1
## 1197  0.92936288 0.080431584       -1
## 1198  0.84487535 0.159251734        1
## 1199  0.83795014 0.132978351       -1
## 1200  0.92797784 0.062915995       -1
## 1201  0.93490305 0.055471870       -1
## 1202  0.99584488 0.006428221       -1
## 1203  0.95567867 0.047589855       -1
## 1204  0.91274238 0.041021509       -1
## 1205  0.93074792 0.082621033       -1
## 1206  0.91412742 0.117652210        1
## 1207  0.91412742 0.067294892       -1
## 1208  0.96675900 0.079555805        1
## 1209  0.94182825 0.081307364        1
## 1210  0.80332410 0.045838296       -1
## 1211  0.98476454 0.100263610        1
## 1212  0.92105263 0.084810481       -1
## 1213  0.86842105 0.089189379       -1
## 1214          NA 0.302003783        1
## 1215          NA 0.058537098       -1
## 1216  0.91274238 0.085686261        1
## 1217  0.92936288 0.097509283        1
## 1218  0.87119114 0.068170672       -1
## 1219  0.85872576 0.088313599        1
## 1220  0.81163435 0.027884817       -1
## 1221  0.97783934 0.168009528        1
## 1222  0.95013850 0.104953409       -1
## 1223  0.83102493 0.087437820        1
## 1224  0.94321330 0.159251734        1
## 1225  0.37119114 0.235444546        1
## 1226  0.83102493 0.322584600        1
## 1227  0.95013850 0.104953409       -1
## 1228  0.92936288 0.089189379       -1
## 1229  0.97229917 0.050909059       -1
## 1230  0.97368421 0.094881945        1
## 1231  0.28531856 0.166257970       -1
## 1232  0.99445983 0.089189379       -1
## 1233  0.99445983 0.181803055        1
## 1234  0.90027701 0.109770195        1
## 1235  0.95567867 0.089627268       -1
## 1236          NA 0.054158201        1
## 1237  0.91689751 0.126847895        1
## 1238  0.90304709 0.051968752       -1
## 1239  0.90027701 0.112835424        1
## 1240  0.90581717 0.168009528        1
## 1241          NA 0.141736145        1
## 1242  0.83102493 0.089189379       -1
## 1243  0.98060942 0.124220556        1
## 1244  0.90304709 0.044086737       -1
## 1245          NA 0.051968752       -1
## 1246  0.83102493 0.041021509       -1
## 1247  0.96814404 0.095319835        1
## 1248  0.82409972 0.086124150       -1
## 1249  0.92797784 0.053334968       -1
## 1250  0.94875346 0.084810481       -1
## 1251  0.93351801 0.192093463        1
## 1252  0.76177285 0.076928466        1
## 1253  0.82548476 0.055471870       -1
## 1254  0.94182825 0.203040706        1
## 1255  0.96537396 0.157938065        1
## 1256          NA 0.343165417        1
## 1257  0.96675900 0.057661319        1
## 1258  0.94182825 0.181146220        1
## 1259          NA 0.080431584       -1
## 1260  0.86426593 0.181146220        1
## 1261  0.95983380 0.109332306       -1
## 1262  0.94598338 0.080431584       -1
## 1263  0.92105263 0.131664682        1
## 1264  0.97368421 0.097947173       -1
## 1265          NA 0.146115042        1
## 1266  0.86980609 0.065057276       -1
## 1267  0.93905817 0.135233483        1
## 1268  0.74515235 0.222307854       -1
## 1269  0.97783934 0.043648847       -1
## 1270  0.93213296 0.038875850       -1
## 1271  0.83656510 0.058537098        1
## 1272          NA 0.146115042        1
## 1273  0.99584488 0.104077629        1
## 1274  0.96952909 0.188590345        1
## 1275  0.98199446 0.089189379        1
## 1276  0.93628809 0.065981223        1
## 1277  0.99861496 0.055033980        1
## 1278  0.99030471 0.056347649        1
## 1279  0.98753463 0.090503048        1
## 1280  0.91135734 0.047944546        1
## 1281  0.92659280 0.086562040        1
## 1282  0.94459834 0.049779304       -1
## 1283  0.99307479 0.067294892        1
## 1284  0.18005540 0.204792265        1
## 1285  0.95844875 0.067294892        1
## 1286  0.97368421 0.108018637        1
## 1287  0.95429363 0.111083865        1
## 1288  0.92659280 0.125972115        1
## 1289  0.99722992 0.088274189        1
## 1290  0.97922438 0.117652210        1
## 1291  0.99307479 0.238071884        1
## 1292  0.99445983 0.072111679        1
## 1293  0.95844875 0.170198977        1
## 1294  0.97091413 0.076490577        1
## 1295  0.92659280 0.224304631        1
## 1296  0.91412742 0.183773558        1
## 1297  1.00000000 0.052078225        1
## 1298  0.88365651 0.073425349        1
## 1299  0.92105263 0.079555805        1
## 1300  0.93905817 0.058974988       -1
## 1301  0.94598338 0.062915995       -1
## 1302          NA 0.045400406       -1
## 1303  0.86980609 0.062915995        1
## 1304  0.95290859 0.080869474        1
## 1305          NA 0.063353885        1
## 1306          NA 0.182022000        1
## 1307  0.98891967 0.068608562        1
## 1308  0.99307479 0.058537098        1
## 1309  0.92243767 0.163630631        1
## 1310  0.91966759 0.080431584       -1
## 1311  0.92936288 0.104182723        1
## 1312  0.85872576 0.071673790       -1
## 1313  0.98199446 0.077677258        1
## 1314  0.95983380 0.132978351       -1
## 1315  0.96675900 0.053282421        1
## 1316  0.99307479 0.049779304        1
## 1317  0.95983380 0.154872837        1
## 1318          NA 0.051092973       -1
## 1319  0.98476454 0.083496812        1
## 1320          NA 0.071673790       -1
## 1321  0.95983380 0.115462762       -1
## 1322  0.98476454 0.082183143        1
## 1323  0.98753463 0.065105444       -1
## 1324  0.93767313 0.076928466        1
## 1325  0.97091413 0.056347649        1
## 1326          NA 0.006003468       -1
## 1327  0.92797784 0.076490577       -1
## 1328  0.83102493 0.077366356        1
## 1329  0.92520776 0.145353114        1
## 1330  0.95706371 0.139546697        1
## 1331  0.93074792 0.055909760        1
## 1332  0.86703601 0.068433406        1
## 1333  0.73961219 0.111959644        1
## 1334  0.97506925 0.196034471        1
## 1335  0.97645429 0.062915995       -1
## 1336  0.95983380 0.045925874       -1
## 1337  0.94321330 0.193845022        1
## 1338  0.98337950 0.050655083        1
## 1339  0.96537396 0.058537098        1
## 1340  0.98199446 0.065105444        1
## 1341  0.96398892 0.052844532        1
## 1342  0.98753463 0.040145730       -1
## 1343  0.96537396 0.084810481        1
## 1344  0.94044321 0.108478421        1
## 1345  0.95706371 0.048465634        1
## 1346  0.97091413 0.083496812        1
## 1347  0.92659280 0.045400406       -1
## 1348  0.95983380 0.067294892       -1
## 1349  0.96398892 0.111959644        1
## 1350  0.93628809 0.067294892        1
## 1351  0.98753463 0.129037343        1
## 1352  0.96814404 0.059412877        1
## 1353  0.96260388 0.058537098       -1
## 1354  0.95429363 0.097947173        1
## 1355  0.48476454 0.141736145       -1
## 1356  0.95844875 0.093568276        1
## 1357  0.97783934 0.080431584        1
## 1358  0.93213296 0.056347649        1
## 1359  0.91412742 0.034453163       -1
## 1360  0.91412742 0.140553843       -1
## 1361  0.92936288 0.058414489        1
## 1362  0.86288089 0.071673790       -1
## 1363  0.99722992 0.048049639        1
## 1364  0.98891967 0.063791775        1
## 1365          NA 0.062478106        1
## 1366  0.99722992 0.071673790        1
## 1367  0.99307479 0.058099208       -1
## 1368  0.97783934 0.089189379        1
## 1369  0.67174515 0.044086737       -1
## 1370  0.99722992 0.097947173        1
## 1371  0.99168975 0.089189379        1
## 1372  0.83795014 0.154872837        1
## 1373  0.93767313 0.069922231        1
## 1374  0.93074792 0.094006165       -1
## 1375  0.95152355 0.078242136       -1
## 1376  0.92797784 0.160565403        1
## 1377  0.94182825 0.070798010        1
## 1378  0.94321330 0.125972115        1
## 1379  0.87257618 0.093568276        1
## 1380  0.94459834 0.086999930        1
## 1381  0.97091413 0.105829188        1
## 1382  0.96814404 0.051968752        1
## 1383  0.55401662 0.124220556        1
## 1384  0.92797784 0.051092973       -1
## 1385  0.99584488 0.049779304       -1
## 1386  0.97922438 0.146115042        1
## 1387  0.93905817 0.080431584        1
## 1388  0.93074792 0.045400406       -1
## 1389  0.94182825 0.136919358        1
## 1390  0.90304709 0.089189379       -1
## 1391  0.95844875 0.058537098       -1
## 1392  0.91412742 0.064361031       -1
## 1393  0.98060942 0.044524627       -1
## 1394  0.83102493 0.068608562       -1
## 1395  0.90858726 0.102763960        1
## 1396  0.93213296 0.124220556       -1
## 1397  0.97506925 0.119841659        1
## 1398  0.98891967 0.153121278        1
## 1399  0.94598338 0.060726547        1
## 1400  0.99307479 0.077366356        1
## 1401  0.93213296 0.060726547       -1
## 1402  0.91274238 0.091378827       -1
## 1403  0.99584488 0.060288657        1
## 1404  0.96952909 0.054158201        1
## 1405  0.96121884 0.118252119        1
## 1406  0.95290859 0.331780284        1
## 1407  0.92243767 0.067294892       -1
## 1408  0.43490305 0.228000420        1
## 1409  0.95567867 0.139546697       -1
## 1410  0.94182825 0.049779304       -1
## 1411  0.92105263 0.049779304       -1
## 1412          NA 0.093130386        1
## 1413  0.99307479 0.085686261        1
## 1414  0.87950139 0.036642612        1
## 1415  0.94044321 0.058537098        1
## 1416  0.94182825 0.067294892        1
## 1417          NA 0.041021509       -1
## 1418  0.92105263 0.067294892       -1
## 1419  0.92105263 0.053282421        1
## 1420  0.98060942 0.054158201        1
## 1421  0.96260388 0.065105444       -1
## 1422  0.93074792 0.058537098       -1
## 1423  0.96398892 0.093568276       -1
## 1424  0.95567867 0.066857003       -1
## 1425          NA 0.066857003       -1
## 1426  0.92243767 0.049779304       -1
## 1427  0.97368421 0.066857003       -1
## 1428  0.90027701 0.082183143        1
## 1429  0.96537396 0.073863238        1
## 1430  0.27700831 0.290618651        1
## 1431  0.94182825 0.049779304       -1
## 1432  0.88642659 0.034015274       -1
## 1433  0.85872576 0.062915995       -1
## 1434  0.91689751 0.198661809       -1
## 1435  0.83102493 0.113273313       -1
## 1436  0.17451524 0.138670917       -1
## 1437  0.83102493 0.062915995       -1
## 1438  0.83102493 0.071673790       -1
## 1439  0.92105263 0.113273313       -1
## 1440  0.97783934 0.127285784       -1
## 1441  0.99168975 0.093568276        1
## 1442  0.92659280 0.128599454       -1
## 1443  0.84487535 0.134292020       -1
## 1444  0.86980609 0.056737371       -1
## 1445  0.92520776 0.137357248       -1
## 1446  0.93490305 0.045032579       -1
## 1447  0.97922438 0.136043579        1
## 1448  0.99030471 0.067294892       -1
## 1449  0.98337950 0.097509283        1
## 1450  0.93905817 0.076052687       -1
## 1451  0.97506925 0.080431584        1
## 1452  0.93074792 0.050655083       -1
## 1453  0.98891967 0.052625587       -1
## 1454  0.98753463 0.062915995        1
## 1455  0.94459834 0.069922231        1
## 1456  0.93074792 0.072549569        1
## 1457  0.87257618 0.109770195       -1
## 1458  0.98337950 0.139984586        1
## 1459  0.99168975 0.049779304        1
## 1460  0.78947368 0.103201850        1
## 1461  0.92936288 0.078680025       -1
## 1462  0.95013850 0.089189379       -1
## 1463  0.96398892 0.095757724        1
## 1464  0.99722992 0.041472536       -1
## 1465  0.99722992 0.041472536       -1
## 1466  0.95706371 0.062915995        1
## 1467  0.97368421 0.072549569       -1
## 1468  0.93490305 0.161441183        1
## 1469  0.87811634 0.118527990        1
## 1470  0.92797784 0.059132628       -1
## 1471  0.90720222 0.036642612       -1
## 1472  0.93767313 0.156624396        1
## 1473  0.94598338 0.112572690        1
## 1474  0.95152355 0.100749667       -1
## 1475  0.95706371 0.066200168        1
## 1476  0.91135734 0.041021509        1
## 1477          NA 0.142611925       -1
## 1478  0.91135734 0.198661809        1
## 1479  0.96121884 0.049779304       -1
## 1480  0.96952909 0.102326070       -1
## 1481  0.83102493 0.080431584       -1
## 1482  0.95844875 0.074301128        1
## 1483  0.99445983 0.061164436       -1
## 1484  0.93905817 0.255587473        1
## 1485  0.85872576 0.062915995       -1
## 1486  0.91689751 0.053247390        1
## 1487  0.95983380 0.060288657       -1
## 1488          NA 0.062040216        1
## 1489  0.99722992 0.043210958       -1
## 1490  0.97645429 0.204354375        1
## 1491  0.97091413 0.084810481        1
## 1492  0.91828255 0.099260842        1
## 1493  0.90443213 0.049779304       -1
## 1494  0.91551247 0.076052687       -1
## 1495  0.94182825 0.046714076       -1
## 1496  0.55401662 0.144801373        1
## 1497  0.92797784 0.080431584       -1
## 1498  0.93767313 0.057223429       -1
## 1499  0.92659280 0.092692496        1
## 1500  0.95290859 0.058537098        1
## 1501  0.97645429 0.088313599        1
## 1502  0.96121884 0.093568276       -1
## 1503  0.94875346 0.076928466        1
## 1504  0.95567867 0.067640825        1
## 1505          NA 0.058099208       -1
## 1506  0.93767313 0.057223429       -1
## 1507  0.93490305 0.047835073       -1
## 1508  0.98060942 0.057223429        1
## 1509  0.93628809 0.102326070       -1
## 1510  0.99168975 0.047589855        1
## 1511  0.90858726 0.038832061       -1
## 1512  0.97229917 0.043210958       -1
## 1513  0.86288089 0.152035311        1
## 1514  0.92659280 0.067294892       -1
## 1515  0.90027701 0.186400897        1
## 1516  0.93628809 0.067294892       -1
## 1517  0.92382271 0.041021509       -1
## 1518  0.95706371 0.071673790        1
## 1519  0.95013850 0.051793596        1
## 1520  0.89889197 0.067294892       -1
## 1521  0.90997230 0.045400406       -1
## 1522  0.97645429 0.054933266       -1
## 1523  0.94321330 0.073863238        1
## 1524  0.96121884 0.062915995       -1
## 1525  0.84487535 0.067294892       -1
## 1526  0.96121884 0.103793001        1
## 1527  0.95706371 0.080431584       -1
## 1528  0.95429363 0.126410005        1
## 1529  0.93905817 0.056347649       -1
## 1530  0.91274238 0.076490577       -1
## 1531  1.00000000 0.054683668        1
## 1532  1.00000000 0.061974532        1
## 1533  0.89889197 0.084810481       -1
## 1534          NA 0.171595845        1
## 1535  0.92797784 0.058537098        1
## 1536  0.94459834 0.095932880       -1
## 1537  0.96398892 0.062478106       -1
## 1538  0.93351801 0.060726547       -1
## 1539  0.88504155 0.121155328        1
## 1540  0.99584488 0.100136622        1
## 1541  0.87257618 0.132540461        1
## 1542  0.93490305 0.065105444       -1
## 1543  0.98337950 0.117652210        1
## 1544  0.91412742 0.062609472        1
## 1545  0.91828255 0.041021509        1
## 1546  0.95013850 0.071673790       -1
## 1547  0.90858726 0.063406432        1
## 1548  0.92243767 0.104953409       -1
## 1549  0.92936288 0.067496322       -1
## 1550  0.91966759 0.071673790        1
## 1551  0.88919668 0.031387935       -1
## 1552  0.82686981 0.064229664       -1
## 1553  0.92243767 0.036642612       -1
## 1554  0.69252078 0.093568276       -1
## 1555  0.92797784 0.046223639        1
## 1556  0.95290859 0.051968752       -1
## 1557  0.90997230 0.178956772        1
## 1558  0.90027701 0.049175016       -1
## 1559  0.95983380 0.054158201        1
## 1560  0.91966759 0.089189379        1
## 1561          NA 0.054158201       -1
## 1562          NA 0.067294892       -1
## 1563  0.95706371 0.069484341        1
## 1564  0.82548476 0.081745253       -1
## 1565  0.93213296 0.048465634       -1
## 1566          NA 0.102763960       -1
## 1567  0.99722992 0.074498178        1
## 1568  0.95983380 0.054158201       -1
## 1569  0.97368421 0.168009528        1
## 1570  0.97368421 0.168009528        1
## 1571  0.92936288 0.158813844        1
## 1572  0.92936288 0.077804246       -1
## 1573  0.84764543 0.022630141       -1
## 1574  0.99030471 0.062259161       -1
## 1575  0.98753463 0.083496812        1
## 1576  0.97368421 0.137357248        1
## 1577  0.99861496 0.073425349        1
## 1578  0.99445983 0.049341414        1
## 1579  0.99307479 0.043210958        1
## 1580  0.99307479 0.048903524        1
## 1581  0.94598338 0.053772858        1
## 1582  0.85872576 0.166511946        1
## 1583  0.97368421 0.051697261       -1
## 1584  0.93490305 0.071673790        1
## 1585  0.94321330 0.080431584       -1
## 1586  0.93905817 0.065543334       -1
## 1587  0.92936288 0.082621033        1
## 1588  0.90027701 0.139546697        1
## 1589  0.95013850 0.065543334        1
## 1590  0.90997230 0.037518391        1
## 1591  1.00000000 0.057297870        1
## 1592  0.99445983 0.067294892        1
## 1593  0.97506925 0.179832551        1
## 1594          NA 0.073863238       -1
## 1595  0.95152355 0.039269950       -1
## 1596  0.96121884 0.050217193       -1
## 1597  0.95706371 0.054158201        1
## 1598          NA 0.076052687       -1
## 1599  0.99584488 0.075614797        1
## 1600  0.93213296 0.040859490        1
## 1601  0.99445983 0.054320220       -1
## 1602  0.93628809 0.051723534        1
## 1603  0.98891967 0.146115042        1
## 1604  0.98337950 0.093568276        1
## 1605  0.78254848 0.051092973       -1
## 1606  0.96260388 0.057661319       -1
## 1607  0.91412742 0.153559168        1
## 1608  0.94736842 0.115462762       -1
## 1609  0.95429363 0.047151965       -1
## 1610  0.99307479 0.049779304       -1
## 1611  0.91966759 0.044962517       -1
## 1612  0.93767313 0.143925594       -1
## 1613  0.96398892 0.047589855       -1
## 1614  0.86288089 0.117652210       -1
## 1615  0.84349030 0.071673790       -1
## 1616  0.96121884 0.070482730       -1
## 1617  0.81717452 0.097947173        1
## 1618  0.95706371 0.059850767       -1
## 1619  0.98891967 0.079117915        1
## 1620          NA 0.071673790       -1
## 1621  0.98891967 0.054158201        1
## 1622  0.93767313 0.097071394       -1
## 1623  0.92243767 0.111083865        1
## 1624  0.86288089 0.117652210       -1
## 1625  0.83102493 0.058537098       -1
## 1626  0.91966759 0.064667554        1
## 1627  0.93351801 0.087875709       -1
## 1628  0.90858726 0.062040216       -1
## 1629  0.91689751 0.069046451       -1
## 1630  0.96121884 0.089189379        1
## 1631  0.99861496 0.043149653       -1
## 1632  0.99861496 0.071673790        1
## 1633  0.96260388 0.211798501        1
## 1634  0.82825485 0.075614797       -1
## 1635  0.90304709 0.067294892       -1
## 1636  0.95152355 0.049779304        1
## 1637  0.92382271 0.078461080       -1
## 1638  0.78670360 0.189904015       -1
## 1639  0.97229917 0.124220556        1
## 1640  0.96121884 0.068608562       -1
## 1641  0.94736842 0.089189379        1
## 1642  0.92797784 0.056347649       -1
## 1643  0.94182825 0.078242136        1
## 1644  0.90858726 0.089189379       -1
## 1645  0.91135734 0.055471870        1
## 1646  0.89750693 0.168009528        1
## 1647  0.41551247 0.106704967       -1
## 1648  0.98614958 0.078242136        1
## 1649          NA 0.041897289       -1
## 1650  0.91689751 0.045400406        1
## 1651  0.93351801 0.108894416        1
## 1652  0.91412742 0.045400406        1
## 1653  0.83102493 0.058099208       -1
## 1654  0.95706371 0.072926154       -1
## 1655  0.97645429 0.058537098       -1
## 1656  0.99168975 0.065105444        1
## 1657  0.97506925 0.061952638        1
## 1658  0.96121884 0.095757724        1
## 1659  0.98337950 0.045400406       -1
## 1660  0.92243767 0.069484341       -1
## 1661  0.94044321 0.081307364       -1
## 1662  0.99307479 0.047589855       -1
## 1663  0.98753463 0.047589855        1
## 1664  0.94182825 0.115900652       -1
## 1665  0.97645429 0.056785539       -1
## 1666  0.95429363 0.115462762        1
## 1667  0.97368421 0.063791775        1
## 1668  0.92936288 0.109332306        1
## 1669  0.93351801 0.061602326        1
## 1670  0.90027701 0.047589855       -1
## 1671  0.96537396 0.030074266       -1
## 1672  0.93351801 0.075128740       -1
## 1673  0.87811634 0.102326070        1
## 1674  0.99030471 0.076052687       -1
## 1675  0.97368421 0.049779304       -1
## 1676  0.99584488 0.356302109        1
## 1677  0.95429363 0.085248371        1
## 1678  0.94321330 0.056347649        1
## 1679  0.94459834 0.111083865        1
## 1680  0.95844875 0.080431584       -1
## 1681  0.93074792 0.074301128        1
## 1682  0.96814404 0.036879072       -1
## 1683  0.93767313 0.056347649       -1
## 1684  0.95013850 0.071673790        1
## 1685  0.99584488 0.098822952        1
## 1686  0.91966759 0.067294892        1
## 1687  0.93490305 0.058537098       -1
## 1688  0.93628809 0.084810481       -1
## 1689  0.96260388 0.115462762       -1
## 1690  0.99445983 0.064264696        1
## 1691  0.95706371 0.156186506       -1
## 1692  0.77562327 0.222745744        1
## 1693  0.95429363 0.108018637        1
## 1694          NA 0.044086737        1
## 1695          NA 0.075614797        1
## 1696  0.96537396 0.059710642       -1
## 1697  0.96537396 0.059710642       -1
## 1698  0.94182825 0.079555805        1
## 1699  0.93905817 0.078242136       -1
## 1700  0.93628809 0.063353885       -1
## 1701  0.99445983 0.054815035        1
## 1702  0.94044321 0.063353885        1
## 1703  0.99722992 0.101888180       -1
## 1704  0.87811634 0.039177993        1
## 1705  0.87257618 0.173264205        1
## 1706  0.98753463 0.098428852        1
## 1707  0.98753463 0.053764100       -1
## 1708  0.98753463 0.037518391       -1
## 1709          NA 0.153602957       -1
## 1710  0.81717452 0.121155328       -1
## 1711  0.97091413 0.132540461        1
## 1712  0.95844875 0.089189379        1
## 1713  0.91135734 0.073863238       -1
## 1714  0.62326870 0.146115042       -1
## 1715          NA 0.108456526        1
## 1716  0.90997230 0.031387935        1
## 1717  0.98891967 0.069484341        1
## 1718  0.95983380 0.074739018        1
## 1719  0.95429363 0.080869474        1
## 1720  0.99722992 0.046477615       -1
## 1721  0.91689751 0.036642612       -1
## 1722  0.95844875 0.065981223        1
## 1723  0.93074792 0.077366356        1
## 1724  0.82409972 0.137357248        1
## 1725  0.62326870 0.260404260        1
## 1726  0.96121884 0.102326070        1
## 1727  0.83379501 0.086562040        1
## 1728          NA 0.051530862       -1
## 1729  0.93213296 0.080431584        1
## 1730  0.94459834 0.101012401       -1
## 1731  0.93628809 0.059412877       -1
## 1732          NA 0.096633504        1
## 1733  0.99168975 0.060726547       -1
## 1734  0.97922438 0.071235900        1
## 1735  0.95844875 0.034453163       -1
## 1736  0.92382271 0.119841659       -1
## 1737  0.91412742 0.045400406       -1
## 1738  0.94459834 0.058537098       -1
## 1739  0.93628809 0.068170672        1
## 1740  0.81578947 0.218366846       -1
## 1741          NA 0.032263715       -1
## 1742  0.96260388 0.106704967        1
## 1743  0.94875346 0.036204722       -1
## 1744  0.98476454 0.100035907        1
## 1745  0.96952909 0.089189379        1
## 1746  0.88642659 0.157062285        1
## 1747  0.98753463 0.029636376       -1
## 1748  0.92243767 0.130351012        1
## 1749  0.98753463 0.089189379        1
## 1750  0.83102493 0.058537098       -1
## 1751  0.83102493 0.058537098       -1
## 1752  0.96952909 0.072549569       -1
## 1753  0.97368421 0.101450291        1
## 1754  0.94182825 0.108456526       -1
## 1755  0.99168975 0.056785539       -1
## 1756  0.97368421 0.057424858       -1
## 1757          NA 0.080431584       -1
## 1758  0.95567867 0.053720311        1
## 1759  0.96675900 0.069681391        1
## 1760  0.96121884 0.062158446       -1
## 1761  0.91412742 0.058537098       -1
## 1762  0.93213296 0.106862608        1
## 1763  0.91966759 0.054158201       -1
## 1764  0.95429363 0.056347649        1
## 1765  0.92797784 0.047589855       -1
## 1766  0.94736842 0.124220556       -1
## 1767  0.89058172 0.260842150        1
## 1768  0.83656510 0.227562531        1
## 1769  0.88227147 0.112397534       -1
## 1770  0.93628809 0.089189379       -1
## 1771  0.91412742 0.102763960       -1
## 1772  0.91412742 0.183773558        1
## 1773  0.97783934 0.124220556        1
## 1774  0.90027701 0.095319835        1
## 1775  0.98891967 0.076928466       -1
## 1776  0.38781163 0.209609052        1
## 1777  0.95152355 0.086999930        1
## 1778  0.87119114 0.050217193       -1
## 1779  0.92382271 0.037518391        1
## 1780  0.94459834 0.277919849       -1
## 1781  0.92797784 0.084810481       -1
## 1782  0.99584488 0.053282421       -1
## 1783  0.97506925 0.045400406        1
## 1784  0.91551247 0.121155328        1
## 1785  0.96675900 0.140860366        1
## 1786  0.96121884 0.062915995       -1
## 1787  0.99722992 0.075430883        1
## 1788  0.92936288 0.085686261        1
## 1789  0.93351801 0.108894416        1
## 1790  0.97645429 0.083934702        1
## 1791  0.94736842 0.053063476        1
## 1792  0.92243767 0.103201850        1
## 1793  0.96675900 0.038832061       -1
## 1794  0.92797784 0.255587473       -1
## 1795  0.91274238 0.041021509       -1
## 1796  0.94321330 0.054158201       -1
## 1797  0.94321330 0.064229664        1
## 1798  0.98753463 0.325649828        1
## 1799  0.95013850 0.075614797       -1
## 1800  0.92520776 0.144363484        1
## 1801  0.94182825 0.099260842        1
## 1802  0.99307479 0.093831010        1
## 1803  0.99445983 0.061164436       -1
## 1804  0.92243767 0.040548588        1
## 1805  0.92797784 0.071673790       -1
## 1806  0.96952909 0.069922231        1
## 1807  0.94182825 0.117652210        1
## 1808  0.97922438 0.099532334       -1
## 1809  0.86980609 0.078242136        1
## 1810  0.95983380 0.045400406       -1
## 1811  0.91412742 0.049779304       -1
## 1812          NA 0.045400406       -1
## 1813  0.94321330 0.071673790       -1
## 1814  0.88088643 0.054158201       -1
## 1815  0.91412742 0.057661319        1
## 1816  0.91412742 0.041021509       -1
## 1817  0.98476454 0.080431584        1
## 1818  0.99445983 0.048027745        1
## 1819  0.95567867 0.058099208        1
## 1820  0.92936288 0.043648847       -1
## 1821  0.97645429 0.080431584        1
## 1822  0.97229917 0.051968752       -1
## 1823  0.96537396 0.077116759        1
## 1824  0.92659280 0.080431584       -1
## 1825          NA 0.054158201       -1
## 1826          NA 0.130543684        1
## 1827  0.81717452 0.158813844       -1
## 1828  0.96121884 0.125972115       -1
## 1829  0.95844875 0.102326070        1
## 1830  0.92382271 0.110208085        1
## 1831  0.90997230 0.058974988       -1
## 1832  0.68975069 0.084810481        1
## 1833  0.99307479 0.089189379        1
## 1834  0.84903047 0.058537098       -1
## 1835  0.97091413 0.117652210        1
## 1836  0.95013850 0.124220556       -1
## 1837  0.93628809 0.085686261       -1
## 1838  0.95429363 0.054596091        1
## 1839  0.98337950 0.185525117        1
## 1840  0.78947368 0.309010019       -1
## 1841  0.99584488 0.084372592       -1
## 1842  0.84764543 0.071673790       -1
## 1843  0.70498615 0.184211448        1
## 1844  0.88642659 0.211798501        1
## 1845  0.98060942 0.065582744        1
## 1846  0.99584488 0.045400406        1
## 1847  0.95152355 0.106704967        1
## 1848  0.97506925 0.139108807        1
## 1849  0.93905817 0.102326070        1
## 1850  0.94875346 0.076052687       -1
## 1851  0.99722992 0.079555805        1
## 1852  0.91135734 0.067732782       -1
## 1853  0.91689751 0.040583619       -1
## 1854  0.94459834 0.067294892        1
## 1855  0.99307479 0.060726547        1
## 1856  0.91828255 0.024381700       -1
## 1857  0.98614958 0.057661319        1
## 1858          NA 0.060288657       -1
## 1859          NA 0.154872837       -1
## 1860          NA 0.058537098       -1
## 1861  0.93905817 0.089189379        1
## 1862  0.91689751 0.102326070        1
## 1863          NA 0.077366356       -1
## 1864          NA 0.049779304       -1
## 1865          NA 0.062915995       -1
## 1866  0.90720222 0.089189379       -1
## 1867  0.96814404 0.043210958       -1
## 1868  0.93490305 0.049341414       -1
## 1869  0.93490305 0.075176907       -1
## 1870  0.93490305 0.113058747       -1
## 1871  0.96260388 0.121155328       -1
## 1872  0.93074792 0.048465634       -1
## 1873  0.97368421 0.062915995        1
## 1874  0.99445983 0.062915995        1
## 1875  0.91412742 0.048684579        1
## 1876  0.98753463 0.106704967        1
## 1877  0.95983380 0.185525117        1
## 1878  0.99584488 0.049779304        1
## 1879  0.95152355 0.046714076        1
## 1880  0.95429363 0.054158201        1
## 1881  0.80332410 0.133972360        1
## 1882  0.83102493 0.096633504       -1
## 1883  0.97506925 0.107142857       -1
## 1884  0.93628809 0.102326070       -1
## 1885  0.93628809 0.102326070       -1
## 1886  0.94736842 0.070079871       -1
## 1887  0.95429363 0.054596091       -1
## 1888  0.92797784 0.054158201       -1
## 1889  0.97922438 0.042335178       -1
## 1890  0.97645429 0.117652210       -1
## 1891  0.95844875 0.119403769        1
## 1892  0.95567867 0.059412877       -1
## 1893  0.99861496 0.095757724        1
## 1894  0.90027701 0.016499685       -1
## 1895  0.69252078 0.212529777       -1
## 1896  0.88642659 0.071673790       -1
## 1897  0.92105263 0.085248371       -1
## 1898  0.94459834 0.050309150       -1
## 1899  0.84764543 0.132978351       -1
## 1900  0.96260388 0.171512646        1
## 1901  0.93767313 0.056785539        1
## 1902  0.81717452 0.220556295        1
## 1903  0.91828255 0.044853044       -1
## 1904  0.90027701 0.137357248        1
## 1905  0.98337950 0.071673790        1
## 1906  0.91412742 0.045400406       -1
## 1907  0.94875346 0.080431584        1
## 1908  0.92936288 0.118090100        1
## 1909  0.96952909 0.054158201       -1
## 1910  0.99861496 0.050440517       -1
## 1911  0.94182825 0.213112170        1
## 1912  0.97922438 0.071673790        1
## 1913  0.99722992 0.061484096       -1
## 1914  0.94736842 0.089189379        1
## 1915  0.92105263 0.132978351        1
## 1916  0.83102493 0.097947173       -1
## 1917  0.93074792 0.099260842       -1
## 1918  0.96814404 0.058537098       -1
## 1919  0.98060942 0.111083865        1
## 1920  0.96398892 0.055033980       -1
## 1921  0.96398892 0.055033980       -1
## 1922  0.93351801 0.100574511       -1
## 1923  0.95429363 0.056347649       -1
## 1924          NA 0.143925594        1
## 1925  0.91689751 0.094881945        1
## 1926  0.98891967 0.097728228        1
## 1927  0.95013850 0.042554123        1
## 1928  0.94459834 0.065105444        1
## 1929          NA 0.097947173       -1
## 1930          NA 0.142611925       -1
## 1931  0.99722992 0.046714076       -1
## 1932  0.91828255 0.146115042       -1
## 1933  0.99445983 0.080431584       -1
## 1934  0.88227147 0.036642612       -1
## 1935  0.90027701 0.041021509       -1
## 1936  0.98614958 0.058537098       -1
## 1937  0.88642659 0.078242136       -1
## 1938  0.93074792 0.080431584        1
## 1939  0.92105263 0.087437820       -1
## 1940  0.99307479 0.064667554       -1
## 1941  0.83795014 0.152683388        1
## 1942  0.96675900 0.073863238       -1
## 1943  0.97922438 0.097947173        1
## 1944  0.91412742 0.069922231        1
## 1945  0.99307479 0.061164436        1
## 1946  0.97229917 0.058537098       -1
## 1947  0.91274238 0.071673790       -1
## 1948  0.92520776 0.042773068       -1
## 1949  0.83102493 0.053282421       -1
## 1950  0.92659280 0.108018637       -1
## 1951  0.99722992 0.056347649       -1
## 1952          NA 0.051092973       -1
## 1953  0.91966759 0.114149093       -1
## 1954  0.91689751 0.089189379       -1
## 1955  0.89889197 0.102326070       -1
## 1956  0.93074792 0.073425349       -1
## 1957  0.95567867 0.115462762        1
## 1958  0.95983380 0.168009528        1
## 1959  0.69252078 0.101450291       -1
## 1960  0.97783934 0.071235900        1
## 1961          NA 0.056347649       -1
## 1962  0.94321330 0.059412877        1
## 1963  0.95429363 0.067294892        1
## 1964  0.85872576 0.118965880       -1
## 1965  0.91966759 0.039059763       -1
## 1966  0.90997230 0.048027745       -1
## 1967  0.96952909 0.143925594        1
## 1968  0.96952909 0.051968752       -1
## 1969  0.88088643 0.106704967       -1
## 1970  0.97368421 0.074301128       -1
## 1971  0.95429363 0.146115042        1
## 1972  0.94321330 0.054158201        1
## 1973  0.93351801 0.058537098       -1
## 1974  0.97783934 0.082183143       -1
## 1975  0.98891967 0.068608562        1
## 1976  0.91966759 0.060726547        1
## 1977  0.91689751 0.047589855       -1
## 1978  0.98199446 0.060726547       -1
## 1979          NA 0.062915995        1
## 1980  0.98337950 0.045400406       -1
## 1981  0.88088643 0.055909760       -1
## 1982  0.91412742 0.147450606        1
## 1983  0.62326870 0.054158201       -1
## 1984  0.94044321 0.161541897        1
## 1985  0.94736842 0.102326070        1
## 1986  0.96952909 0.086999930       -1
## 1987  0.92936288 0.049779304       -1
## 1988  0.96121884 0.075860015        1
## 1989  0.98476454 0.051530862        1
## 1990  0.91135734 0.067294892       -1
## 1991  0.99168975 0.065543334        1
## 1992  0.99307479 0.081307364        1
## 1993  0.95706371 0.058974988       -1
## 1994  0.99584488 0.046276186       -1
## 1995  0.93074792 0.051968752        1
## 1996  0.99722992 0.069046451       -1
## 1997  0.99030471 0.181146220        1
## 1998          NA 0.055471870        1
## 1999  0.62326870 0.052406642       -1
## 2000          NA 0.045400406        1
## 2001  0.95567867 0.062915995       -1
## 2002  0.91412742 0.036642612       -1
## 2003  0.90581717 0.043210958       -1
## 2004  0.96814404 0.027009038       -1
## 2005  0.87950139 0.067294892       -1
## 2006  0.97783934 0.108145625        1
## 2007  0.92243767 0.046276186       -1
## 2008  0.95706371 0.049779304       -1
## 2009  0.91412742 0.070798010       -1
## 2010  0.94321330 0.094881945       -1
## 2011  0.93905817 0.061164436       -1
## 2012  0.96814404 0.061164436       -1
## 2013  0.83102493 0.106310867        1
## 2014  0.96814404 0.045400406       -1
## 2015  0.92382271 0.037518391       -1
## 2016  0.94321330 0.102326070       -1
## 2017  0.98753463 0.102326070       -1
## 2018  0.94736842 0.107580747       -1
## 2019  0.99168975 0.059158901       -1
## 2020  0.90027701 0.023505920       -1
## 2021  0.90166205 0.076052687       -1
## 2022  0.83240997 0.061637357       -1
## 2023  0.97368421 0.113273313        1
## 2024  0.84903047 0.312513137        1
## 2025  0.90581717 0.056347649       -1
## 2026  0.90027701 0.073863238       -1
## 2027  0.96952909 0.043648847       -1
## 2028  0.99030471 0.053216738        1
## 2029  0.87396122 0.082183143        1
## 2030  0.94598338 0.111083865        1
## 2031  0.96952909 0.052520493        1
## 2032  0.91828255 0.076928466       -1
## 2033  0.93074792 0.059850767        1
## 2034  0.93074792 0.076052687       -1
## 2035  0.98476454 0.053282421        1
## 2036  0.92243767 0.080431584       -1
## 2037  0.99307479 0.049341414       -1
## 2038          NA 0.047589855        1
## 2039  0.91966759 0.045400406       -1
## 2040  0.93074792 0.097947173        1
## 2041  0.92936288 0.062915995       -1
## 2042  0.95013850 0.080431584        1
## 2043  0.85872576 0.073863238       -1
## 2044  0.90443213 0.061786240       -1
## 2045  0.85872576 0.071673790       -1
## 2046  0.93628809 0.049779304        1
## 2047  0.99584488 0.043648847        1
## 2048  0.92659280 0.062915995       -1
## 2049  0.94736842 0.126410005        1
## 2050  0.93074792 0.124220556        1
## 2051  0.87673130 0.097947173       -1
## 2052  0.92520776 0.045400406       -1
## 2053  0.91551247 0.027884817       -1
## 2054  0.95152355 0.055471870       -1
## 2055  0.98753463 0.057223429       -1
## 2056  0.95152355 0.062478106       -1
## 2057  0.93490305 0.130351012        1
## 2058  0.96952909 0.049779304       -1
## 2059  0.91274238 0.036642612       -1
## 2060  0.97368421 0.062915995       -1
## 2061  0.95429363 0.080431584        1
## 2062  0.96121884 0.132102571        1
## 2063  0.93074792 0.056347649        1
## 2064  0.96121884 0.056347649       -1
## 2065  0.98753463 0.041459399        1
## 2066  0.87950139 0.041021509       -1
## 2067  0.93905817 0.062915995        1
## 2068  0.51246537 0.122031108       -1
## 2069  0.97783934 0.041021509       -1
## 2070  0.95429363 0.048448119       -1
## 2071  0.91828255 0.071673790       -1
## 2072  0.97922438 0.102326070        1
## 2073  0.87950139 0.027884817       -1
## 2074  0.86980609 0.102326070       -1
## 2075  0.76177285 0.048640790       -1
## 2076  0.92520776 0.054158201       -1
## 2077  0.93074792 0.103858684       -1
## 2078  0.89889197 0.032263715       -1
## 2079  0.98060942 0.047589855        1
## 2080  0.83795014 0.102326070       -1
## 2081  0.95013850 0.062915995       -1
## 2082  0.94459834 0.051968752       -1
## 2083  0.92382271 0.048903524        1
## 2084  0.88365651 0.048903524       -1
## 2085  0.94182825 0.099260842        1
## 2086  0.96537396 0.058974988       -1
## 2087  0.95983380 0.070360121       -1
## 2088  0.80332410 0.045400406       -1
## 2089  0.97506925 0.056347649        1
## 2090  0.92520776 0.051530862        1
## 2091  0.97783934 0.042773068       -1
## 2092  0.93628809 0.124220556        1
## 2093  0.95429363 0.055909760       -1
## 2094  0.91966759 0.055471870       -1
## 2095  0.34626039 0.124220556       -1
## 2096  0.97645429 0.036642612        1
## 2097  0.91828255 0.059412877       -1
## 2098  0.91966759 0.080431584        1
## 2099  0.99168975 0.125534225        1
## 2100  0.80332410 0.111083865       -1
## 2101  0.94875346 0.072549569       -1
## 2102  0.88504155 0.032263715       -1
## 2103          NA 0.051990647       -1
## 2104  0.92797784 0.125096336       -1
## 2105  0.96121884 0.072549569        1
## 2106  0.95983380 0.075614797       -1
## 2107  0.96537396 0.044086737        1
## 2108  0.90166205 0.061865060       -1
## 2109  0.96537396 0.037080502       -1
## 2110  0.99445983 0.062136552        1
## 2111  0.90720222 0.144801373        1
## 2112  0.84903047 0.119841659        1
## 2113  0.88088643 0.124220556        1
## 2114  0.97645429 0.051092973       -1
## 2115  0.90581717 0.023505920       -1
## 2116  0.94321330 0.049779304        1
## 2117  0.89612188 0.065105444       -1
## 2118  0.94736842 0.187714566        1
## 2119  0.83102493 0.168009528        1
## 2120  0.94598338 0.080681181        1
## 2121  0.95290859 0.065543334        1
## 2122  0.98060942 0.061602326        1
## 2123  0.98614958 0.042773068       -1
## 2124  0.76177285 0.168009528        1
## 2125  0.94459834 0.134729910        1
## 2126  0.98476454 0.070798010       -1
## 2127  0.94044321 0.065263084       -1
## 2128          NA 0.049779304       -1
## 2129  0.96537396 0.157062285        1
## 2130  0.95983380 0.043648847       -1
## 2131  0.91412742 0.058493309        1
## 2132  0.98614958 0.047151965        1
## 2133  0.92520776 0.069922231        1
## 2134  0.97091413 0.074301128        1
## 2135  0.93767313 0.097947173       -1
## 2136  0.91412742 0.098385063       -1
## 2137  0.95983380 0.182459889        1
## 2138  0.92520776 0.106704967        1
## 2139  0.95013850 0.071673790        1
## 2140  0.94875346 0.053282421       -1
## 2141          NA 0.093130386        1
## 2142  0.70775623 0.058537098       -1
## 2143  0.99722992 0.073425349        1
## 2144  0.94875346 0.049341414       -1
## 2145  0.95152355 0.077366356        1
## 2146  0.83518006 0.023505920       -1
## 2147  0.95983380 0.079555805        1
## 2148  0.97922438 0.058537098       -1
## 2149  0.94044321 0.043210958       -1
## 2150  0.94044321 0.093568276       -1
## 2151  0.83102493 0.080431584       -1
## 2152  0.92105263 0.135167799       -1
## 2153          NA 0.074739018        1
## 2154  0.96537396 0.038832061       -1
## 2155  0.96260388 0.059850767       -1
## 2156  0.91689751 0.071673790       -1
## 2157  0.85041551 0.067732782       -1
## 2158  0.80332410 0.058537098        1
## 2159  0.96121884 0.070382015        1
## 2160  0.98891967 0.049293246       -1
## 2161  0.95429363 0.108898795        1
## 2162  0.95013850 0.089211273        1
## 2163  0.97229917 0.069484341       -1
## 2164          NA 0.049779304       -1
## 2165  0.95152355 0.051968752       -1
## 2166  0.87534626 0.045400406       -1
## 2167  0.88227147 0.049779304        1
## 2168  0.94459834 0.102763960        1
## 2169  0.87673130 0.051968752       -1
## 2170  0.93767313 0.083934702        1
## 2171  0.95567867 0.049779304        1
## 2172  0.90581717 0.053720311       -1
## 2173  0.99168975 0.150493940        1
## 2174  0.98891967 0.079555805        1
## 2175  0.95983380 0.098385063        1
## 2176  0.92382271 0.064229664       -1
## 2177  0.83102493 0.060726547       -1
## 2178  0.76177285 0.041021509       -1
## 2179  0.96260388 0.152683388       -1
## 2180  0.99445983 0.076052687        1
## 2181  0.95844875 0.047589855       -1
## 2182  0.93074792 0.085248371        1
## 2183  0.93213296 0.146115042        1
## 2184  0.87396122 0.027884817       -1
## 2185  0.99307479 0.038832061       -1
## 2186  0.99307479 0.132978351        1
## 2187  0.99307479 0.062915995       -1
## 2188  0.92797784 0.067294892       -1
## 2189  0.88642659 0.032263715       -1
## 2190  0.90997230 0.030074266       -1
## 2191  0.98476454 0.062478106        1
## 2192  0.94044321 0.060726547        1
## 2193  0.98060942 0.072111679        1
## 2194  0.94875346 0.081307364       -1
## 2195  0.97783934 0.052406642       -1
## 2196  0.86980609 0.071673790       -1
## 2197  0.88365651 0.071673790       -1
## 2198  0.96121884 0.074857248       -1
## 2199  0.82409972 0.137357248        1
## 2200  0.98060942 0.063353885        1
## 2201  0.96260388 0.247276326        1
## 2202  0.94875346 0.128599454        1
## 2203  0.97091413 0.090774539        1
## 2204  0.90720222 0.196472360       -1
## 2205  0.97506925 0.137357248        1
## 2206  0.90166205 0.159251734       -1
## 2207  0.91135734 0.041897289        1
## 2208  0.93213296 0.076928466        1
## 2209  0.96121884 0.061164436        1
## 2210  0.85872576 0.032263715        1
## 2211  0.94459834 0.056347649       -1
## 2212  0.90027701 0.036642612        1
## 2213  0.90027701 0.051968752       -1
## 2214  0.92105263 0.063791775        1
## 2215  0.99722992 0.056347649        1
## 2216  0.98891967 0.045400406       -1
## 2217  0.95844875 0.048465634       -1
## 2218  0.83102493 0.032263715       -1
## 2219  0.92105263 0.036642612       -1
## 2220  0.91412742 0.062915995       -1
## 2221  0.94321330 0.139546697       -1
## 2222  0.90858726 0.108018637        1
## 2223  0.94182825 0.103517130        1
## 2224  0.88365651 0.073425349        1
## 2225  0.83379501 0.071673790        1
## 2226  0.92659280 0.092692496       -1
## 2227  0.99584488 0.080431584        1
## 2228  0.95706371 0.038832061       -1
## 2229  0.97783934 0.056785539       -1
## 2230  0.87257618 0.066419113       -1
## 2231  0.94736842 0.175453654       -1
## 2232  0.96537396 0.030074266       -1
## 2233          NA 0.070798010        1
## 2234  0.91412742 0.076052687        1
## 2235  0.99584488 0.078242136        1
## 2236  0.94182825 0.139546697       -1
## 2237  0.97091413 0.151369719        1
## 2238  0.98199446 0.185525117        1
## 2239  0.94459834 0.089189379        1
## 2240  0.91689751 0.097951552       -1
## 2241  0.94321330 0.065981223       -1
## 2242  0.94875346 0.083102711       -1
## 2243  0.92105263 0.129475233        1
## 2244  0.90720222 0.086181076        1
## 2245  0.85872576 0.119841659       -1
## 2246          NA 0.079590836       -1
## 2247  0.95290859 0.058537098        1
## 2248  0.90720222 0.111083865       -1
## 2249  0.91135734 0.143049814        1
## 2250  0.96121884 0.067732782       -1
## 2251  0.99168975 0.054158201        1
## 2252  0.95429363 0.066857003        1
## 2253  0.96537396 0.111083865        1
## 2254  0.92659280 0.064667554       -1
## 2255          NA 0.146115042        1
## 2256  0.96260388 0.060288657        1
## 2257  0.83102493 0.093568276       -1
## 2258  0.92797784 0.097947173        1
## 2259  0.97368421 0.054158201        1
## 2260          NA 0.027009038       -1
## 2261  0.93905817 0.037518391       -1
## 2262  0.99584488 0.060288657        1
## 2263  0.96814404 0.074301128       -1
## 2264  0.96121884 0.045400406       -1
## 2265  0.97091413 0.081745253        1
## 2266  0.95983380 0.054158201        1
## 2267  0.95013850 0.068608562        1
## 2268          NA 0.080431584        1
## 2269  0.94044321 0.102326070        1
## 2270  0.91828255 0.077366356        1
## 2271  0.96121884 0.086999930        1
## 2272  0.83102493 0.069484341       -1
## 2273  0.90166205 0.168009528        1
## 2274  0.77008310 0.122031108        1
## 2275  0.96952909 0.042773068       -1
## 2276  0.90027701 0.036642612       -1
## 2277  0.94182825 0.088751489       -1
## 2278  0.95152355 0.090503048       -1
## 2279  0.92520776 0.118527990        1
## 2280  0.92520776 0.069922231       -1
## 2281  0.87673130 0.043210958       -1
## 2282  0.94459834 0.084810481        1
## 2283  0.95290859 0.115462762        1
## 2284  0.94044321 0.077366356       -1
## 2285  0.87257618 0.069484341       -1
## 2286  0.94459834 0.100136622        1
## 2287  0.93905817 0.065109823        1
## 2288  0.90581717 0.030950046       -1
## 2289  0.41551247 0.350263610        1
## 2290  0.93351801 0.102326070       -1
## 2291  0.95983380 0.062915995        1
## 2292  0.99861496 0.048903524        1
## 2293  0.96675900 0.120717439       -1
## 2294  0.95983380 0.070360121        1
## 2295  0.92105263 0.067294892        1
## 2296  0.94182825 0.092254607       -1
## 2297  0.96952909 0.054639879        1
## 2298  0.92382271 0.070360121        1
## 2299  0.93074792 0.089189379       -1
## 2300  0.88088643 0.142611925        1
## 2301  0.93767313 0.141736145       -1
## 2302  0.99168975 0.051106109        1
## 2303  0.94598338 0.133854130       -1
## 2304  0.77839335 0.102326070        1
## 2305          NA 0.045400406       -1
## 2306  0.96260388 0.111521754        1
## 2307  0.96260388 0.069922231       -1
## 2308  0.97229917 0.097947173        1
## 2309  0.88365651 0.063353885       -1
## 2310  0.94182825 0.124220556       -1
## 2311  0.96952909 0.285223849        1
## 2312  0.98476454 0.115462762        1
## 2313  0.99861496 0.064229664        1
## 2314  0.99861496 0.064229664        1
## 2315  0.85872576 0.076052687       -1
## 2316  0.94459834 0.086124150       -1
## 2317  0.94875346 0.128599454        1
## 2318  0.97229917 0.048903524       -1
## 2319  0.83102493 0.029636376       -1
## 2320          NA 0.054158201       -1
## 2321  0.94321330 0.097947173       -1
## 2322  0.96675900 0.098822952        1
## 2323  0.95429363 0.086124150        1
## 2324  0.99722992 0.073385938        1
## 2325  0.94182825 0.115462762       -1
## 2326  0.94044321 0.055909760        1
## 2327  0.55817175 0.139108807        1
## 2328  0.95706371 0.048027745       -1
## 2329  0.97229917 0.080431584        1
## 2330  0.99307479 0.049341414        1
## 2331  0.90027701 0.049779304       -1
## 2332  0.95706371 0.039707840       -1
## 2333  0.96121884 0.111088244        1
## 2334  0.84487535 0.059412877       -1
## 2335  0.99584488 0.559045050        1
## 2336  0.99861496 0.053457577        1
## 2337  0.91828255 0.089189379       -1
## 2338  0.91412742 0.074301128       -1
## 2339  0.94182825 0.089189379       -1
## 2340  0.98337950 0.093568276        1
## 2341  0.81717452 0.061164436       -1
## 2342  0.94736842 0.124220556       -1
## 2343  0.92243767 0.051530862       -1
## 2344  0.90581717 0.068170672        1
## 2345  0.91966759 0.069484341       -1
## 2346  0.99445983 0.052406642       -1
## 2347  0.94736842 0.055471870       -1
## 2348  0.93351801 0.097071394        1
## 2349  0.98476454 0.062959784        1
## 2350  0.84764543 0.116557486       -1
## 2351  0.95844875 0.057223429       -1
## 2352  0.93351801 0.056347649       -1
## 2353  0.96675900 0.069046451       -1
## 2354  0.96675900 0.073863238       -1
## 2355  0.96675900 0.073863238       -1
## 2356  0.94459834 0.086999930       -1
## 2357  0.94459834 0.086999930       -1
## 2358  0.80332410 0.062915995       -1
## 2359  0.92382271 0.096195614       -1
## 2360  0.95844875 0.037956281       -1
## 2361  0.93213296 0.041021509       -1
## 2362  0.84487535 0.049779304       -1
## 2363  0.87257618 0.084810481       -1
## 2364  0.92105263 0.149618160        1
## 2365  0.97368421 0.071673790        1
## 2366  0.91135734 0.058537098       -1
## 2367  0.92520776 0.067294892       -1
## 2368  0.91274238 0.077366356        1
## 2369  0.92105263 0.054158201        1
## 2370  0.98060942 0.093568276        1
## 2371  0.96814404 0.081311742        1
## 2372  0.92659280 0.097947173        1
## 2373  0.99307479 0.060726547        1
## 2374  0.95706371 0.189904015        1
## 2375  0.92936288 0.080431584        1
## 2376  0.90997230 0.067294892       -1
## 2377          NA 0.034891053       -1
## 2378  0.87673130 0.080431584        1
## 2379  0.91412742 0.056785539       -1
## 2380  0.83656510 0.132978351       -1
## 2381  0.96814404 0.200851258        1
## 2382  0.95290859 0.088488755        1
## 2383  0.67867036 0.041021509        1
## 2384  0.88504155 0.049779304       -1
## 2385  0.93074792 0.092254607        1
## 2386  0.99445983 0.058537098       -1
## 2387          NA 0.102326070       -1
## 2388  0.85872576 0.045400406       -1
## 2389  0.97091413 0.049779304       -1
## 2390  0.91689751 0.093568276        1
## 2391          NA 0.156624396       -1
## 2392          NA 0.156624396       -1
## 2393          NA 0.045400406       -1
## 2394  0.96675900 0.056347649       -1
## 2395  0.88365651 0.032263715       -1
## 2396          NA 0.082621033       -1
## 2397  0.92797784 0.106704967       -1
## 2398  0.88227147 0.089189379        1
## 2399  0.99861496 0.051530862        1
## 2400          NA 0.049428992        1
## 2401  0.95152355 0.062915995       -1
## 2402          NA 0.073425349       -1
## 2403  0.91412742 0.080431584       -1
## 2404  0.97506925 0.228000420        1
## 2405  0.92659280 0.062915995        1
## 2406  0.69252078 0.115900652        1
## 2407  0.90720222 0.148304491        1
## 2408  0.96675900 0.419796119        1
## 2409  0.92520776 0.049779304        1
## 2410  0.92797784 0.062915995       -1
## 2411  0.90720222 0.071673790       -1
## 2412  0.93490305 0.119846038        1
## 2413  0.88365651 0.071673790       -1
## 2414  0.91412742 0.058537098       -1
## 2415  0.89750693 0.110645975       -1
## 2416  0.97506925 0.097947173        1
## 2417  0.93351801 0.163192742        1
## 2418          NA 0.128599454        1
## 2419  0.94459834 0.106704967       -1
## 2420  0.85872576 0.081745253        1
## 2421  0.95983380 0.036642612       -1
## 2422  0.95983380 0.036642612       -1
## 2423  0.95983380 0.036642612       -1
## 2424  0.92105263 0.102326070       -1
## 2425  0.90581717 0.065105444       -1
## 2426  0.93490305 0.146115042        1
## 2427  0.96121884 0.038832061       -1
## 2428  0.93905817 0.068170672        1
## 2429  0.98476454 0.071673790        1
## 2430  0.92659280 0.054158201       -1
## 2431  0.99584488 0.058537098        1
## 2432  0.87257618 0.089189379       -1
## 2433          NA 0.086999930        1
## 2434  0.93905817 0.097947173        1
## 2435  0.94459834 0.078242136        1
## 2436  0.95567867 0.089189379        1
## 2437  0.94044321 0.138233027        1
## 2438  0.85872576 0.103639739       -1
## 2439  0.85872576 0.046276186       -1
## 2440  0.93490305 0.088751489       -1
## 2441  0.98753463 0.100789077       -1
## 2442  0.94044321 0.171630876        1
## 2443  0.94044321 0.171630876        1
## 2444  0.95706371 0.093568276        1
## 2445  0.96952909 0.065981223        1
## 2446  0.94598338 0.073863238        1
## 2447  0.92520776 0.072908639       -1
## 2448          NA 0.101450291        1
## 2449  0.84210526 0.233255097        1
## 2450  0.92659280 0.077234989       -1
## 2451  0.94875346 0.046718454       -1
## 2452  0.90027701 0.130788902        1
## 2453  0.95013850 0.091816717        1
## 2454  0.83102493 0.198661809       -1
## 2455  0.95013850 0.156186506        1
## 2456  0.63157895 0.080431584       -1
## 2457  0.95983380 0.100136622       -1
## 2458          NA 0.106704967        1
## 2459  0.97091413 0.058537098        1
## 2460  0.98337950 0.014748126       -1
## 2461  0.96121884 0.201289147        1
## 2462  0.93351801 0.104077629        1
## 2463  0.91551247 0.071673790       -1
## 2464  0.96260388 0.086562040       -1
## 2465  0.95013850 0.097947173       -1
## 2466  0.94459834 0.060726547       -1
## 2467  0.95567867 0.089189379       -1
## 2468  0.91412742 0.076052687       -1
## 2469  0.91274238 0.114854095        1
## 2470  0.94321330 0.106704967        1
## 2471  0.99307479 0.115462762        1
## 2472  0.99030471 0.051092973        1
## 2473  0.98753463 0.067294892       -1
## 2474  0.92520776 0.195596581        1
## 2475  0.76177285 0.087437820       -1
## 2476  0.99722992 0.055471870        1
## 2477  0.99861496 0.050217193        1
## 2478  0.99861496 0.050217193        1
## 2479  0.95844875 0.161441183        1
## 2480  0.99861496 0.055471870        1
## 2481  0.99861496 0.055471870        1
## 2482  0.99861496 0.051530862        1
## 2483  0.93767313 0.030512156       -1
## 2484  0.99861496 0.089189379        1
## 2485  0.95983380 0.062915995       -1
## 2486  0.99861496 0.052406642        1
## 2487  0.95844875 0.194720802        1
## 2488  0.90443213 0.093130386        1
## 2489  0.92797784 0.172388426        1
## 2490  0.83518006 0.047589855       -1
## 2491  0.95290859 0.050217193       -1
## 2492          NA 0.152683388        1
## 2493  0.98060942 0.061322077       -1
## 2494  0.97091413 0.273540951        1
## 2495  0.85180055 0.041021509        1
## 2496  0.69252078 0.084810481       -1
## 2497  0.95013850 0.049779304       -1
## 2498  0.91689751 0.036642612       -1
## 2499  0.92659280 0.129475233       -1
## 2500  0.83102493 0.042773068       -1
## 2501          NA 0.071673790        1
## 2502  0.87257618 0.023505920       -1
## 2503  0.91412742 0.045400406        1
## 2504  0.90443213 0.071673790       -1
## 2505  0.70498615 0.124220556       -1
## 2506  0.93351801 0.080431584        1
## 2507  0.93351801 0.080431584        1
## 2508  0.93074792 0.124220556        1
## 2509  0.95983380 0.085248371       -1
## 2510  0.91135734 0.111083865       -1
## 2511  0.93905817 0.126847895        1
## 2512  0.94182825 0.058537098        1
## 2513  0.93351801 0.041021509       -1
## 2514  0.98060942 0.054158201        1
## 2515  0.93213296 0.081469383       -1
## 2516  0.94044321 0.076052687       -1
## 2517  0.81024931 0.089189379        1
## 2518  0.96398892 0.097947173        1
## 2519  0.83102493 0.049779304       -1
## 2520  0.95290859 0.080869474        1
## 2521  0.95844875 0.062915995       -1
## 2522  0.96398892 0.078680025        1
## 2523  0.98337950 0.086999930        1
## 2524  0.92797784 0.109332306        1
## 2525  0.87950139 0.124220556        1
## 2526  0.93628809 0.039707840        1
## 2527          NA 0.108894416       -1
## 2528  0.92520776 0.093568276       -1
## 2529  0.93074792 0.045400406       -1
## 2530  0.99722992 0.050655083        1
## 2531  0.93351801 0.074301128       -1
## 2532  0.90304709 0.062915995       -1
## 2533  0.98614958 0.093568276        1
## 2534  0.92105263 0.062915995        1
## 2535  0.98060942 0.089189379        1
## 2536  0.90304709 0.067294892       -1
## 2537  0.95983380 0.089627268       -1
## 2538  0.92105263 0.108894416        1
## 2539  0.93905817 0.226248861        1
## 2540  0.92243767 0.117652210        1
## 2541  0.92105263 0.117652210        1
## 2542  0.99168975 0.141736145        1
## 2543  0.94598338 0.146115042       -1
## 2544  0.98891967 0.062915995       -1
## 2545  0.90027701 0.093568276       -1
## 2546  0.97922438 0.128599454        1
## 2547  0.53601108 0.185525117       -1
## 2548  0.83102493 0.058537098       -1
## 2549  0.91966759 0.096996952        1
## 2550  0.88365651 0.071673790       -1
## 2551  0.92520776 0.096633504       -1
## 2552  0.91412742 0.106704967       -1
## 2553  0.93074792 0.137357248        1
## 2554  0.96952909 0.062915995        1
## 2555  0.84903047 0.147866601       -1
## 2556  0.92797784 0.082183143       -1
## 2557  0.99307479 0.094881945        1
## 2558  0.96260388 0.074739018        1
## 2559  0.99722992 0.053650249        1
## 2560  0.43490305 0.128599454        1
## 2561  0.87950139 0.093568276       -1
## 2562  0.91412742 0.044524627       -1
## 2563  0.94459834 0.150493940        1
## 2564  0.94321330 0.205668045        1
## 2565  0.93905817 0.061602326        1
## 2566  0.83102493 0.080431584       -1
## 2567  0.97922438 0.271351503        1
## 2568  0.83102493 0.141736145       -1
## 2569  0.83656510 0.043210958       -1
## 2570  0.82825485 0.168885308        1
## 2571  0.98614958 0.141736145       -1
## 2572  0.83102493 0.030074266       -1
## 2573  0.96952909 0.061164436       -1
## 2574  0.96952909 0.111083865        1
## 2575  0.82409972 0.034891053       -1
## 2576  0.83102493 0.238071884       -1
## 2577          NA 0.111083865        1
## 2578  0.97645429 0.039269950       -1
## 2579  0.93905817 0.135233483        1
## 2580  0.97783934 0.043648847       -1
## 2581  0.93213296 0.038875850       -1
## 2582  0.96121884 0.054565438       -1
## 2583  0.98753463 0.064181497        1
## 2584  0.83102493 0.054158201       -1
## 2585  0.92520776 0.043210958       -1
## 2586  0.92659280 0.128599454        1
## 2587  0.97506925 0.212674280        1
## 2588  0.97368421 0.073587368        1
## 2589  0.95429363 0.108018637        1
## 2590  0.70498615 0.092254607       -1
## 2591  0.87811634 0.106704967        1
## 2592  0.96814404 0.231503538        1
## 2593  0.89750693 0.023505920       -1
## 2594  0.84764543 0.042335178       -1
## 2595  0.87257618 0.032320640       -1
## 2596  0.99584488 0.042904435       -1
## 2597  0.94459834 0.027884817       -1
## 2598  0.88227147 0.019127023       -1
## 2599  0.96398892 0.037299447       -1
## 2600  0.98891967 0.051145520        1
## 2601  0.88088643 0.084810481        1
## 2602  0.95290859 0.014748126       -1
## 2603  0.87950139 0.068520984       -1
## 2604  0.97783934 0.165820080        1
## 2605  0.87257618 0.032320640       -1
## 2606  0.95706371 0.068608562        1
## 2607  0.90581717 0.025257479       -1
## 2608  0.88088643 0.059176417        1
## 2609  0.96814404 0.041459399       -1
## 2610  0.96952909 0.064225286        1
## 2611  0.94736842 0.063353885        1
## 2612  0.95152355 0.062915995        1
## 2613  0.93074792 0.093568276        1
## 2614  0.98614958 0.055909760        1
## 2615  0.94182825 0.168009528        1
## 2616  0.98891967 0.062915995        1
## 2617  0.96260388 0.027884817       -1
## 2618  0.79085873 0.181146220        1
## 2619  0.91966759 0.168885308        1
## 2620  0.98199446 0.059325300        1
## 2621  0.96814404 0.043648847        1
## 2622  0.98337950 0.073863238        1
## 2623  0.96398892 0.137357248        1
## 2624  0.96121884 0.051968752        1
## 2625  0.92105263 0.132102571        1
## 2626  0.98614958 0.052844532        1
## 2627  0.97783934 0.165820080        1
## 2628  0.83933518 0.146115042        1
## 2629  0.88227147 0.095757724        1
## 2630  0.88088643 0.084810481        1
## 2631  0.88227147 0.027884817       -1
## 2632  0.91828255 0.081745253        1
## 2633  0.91551247 0.032119211        1
## 2634  0.95429363 0.052406642        1
## 2635          NA 0.014748126       -1
## 2636  0.99722992 0.077983781        1
## 2637  0.85041551 0.161441183        1
## 2638  0.93213296 0.049779304       -1
## 2639  0.89335180 0.071673790        1
## 2640  0.92382271 0.032701604        1
## 2641  0.88919668 0.139984586        1
## 2642  0.86980609 0.124220556        1
## 2643  0.92520776 0.036642612        1
## 2644  0.87534626 0.027884817       -1
## 2645  0.84487535 0.079555805        1
## 2646  0.87950139 0.045400406       -1
## 2647  0.94321330 0.049779304       -1
## 2648  0.87950139 0.028760597       -1
## 2649  0.92659280 0.102326070        1
## 2650  0.92520776 0.040824459       -1
## 2651  0.87811634 0.097947173        1
## 2652  0.95706371 0.073863238        1
## 2653  0.79224377 0.317329924        1
## 2654  0.91689751 0.058537098        1
## 2655          NA 0.105829188        1
## 2656  0.93905817 0.045400406       -1
## 2657  0.93074792 0.066419113        1
## 2658  0.99168975 0.065105444        1
## 2659  0.92797784 0.040145730       -1
## 2660  0.91551247 0.070360121        1
## 2661  0.87950139 0.021754361       -1
## 2662  0.98753463 0.055248546        1
## 2663  0.86980609 0.064667554        1
## 2664  0.90581717 0.038394171       -1
## 2665  0.92105263 0.039707840       -1
## 2666  0.85872576 0.062915995        1
## 2667  0.96121884 0.045400406       -1
## 2668  0.99722992 0.189904015        1
## 2669  0.98060942 0.051530862        1
## 2670  0.92936288 0.022630141       -1
## 2671  0.98891967 0.025695369       -1
## 2672  0.95706371 0.043210958       -1
## 2673  0.92797784 0.041021509        1
## 2674  0.88365651 0.047151965       -1
## 2675  0.98753463 0.045400406       -1
## 2676  0.96398892 0.067294892        1
## 2677  0.95567867 0.062915995        1
## 2678  0.87950139 0.045400406        1
## 2679  0.83102493 0.143049814        1
## 2680  0.99168975 0.097947173        1
## 2681  0.92382271 0.032701604        1
## 2682  0.93351801 0.365064282        1
## 2683  0.87673130 0.065105444        1
## 2684  0.96537396 0.041021509       -1
## 2685  0.91551247 0.363614867        1
## 2686  0.98614958 0.150493940        1
## 2687  0.98891967 0.116338541        1
## 2688  0.99722992 0.057197155       -1
## 2689  0.89335180 0.097947173        1
## 2690  0.95429363 0.062915995        1
## 2691  0.96537396 0.065105444       -1
## 2692  0.98891967 0.062915995        1
## 2693  0.83102493 0.034453163       -1
## 2694  0.82409972 0.083496812        1
## 2695  0.80055402 0.112835424        1
## 2696  0.93351801 0.027884817       -1
## 2697  0.87119114 0.056785539       -1
## 2698  0.99030471 0.154872837        1
## 2699  0.95152355 0.054158201       -1
## 2700  0.93074792 0.048903524       -1
## 2701  0.96537396 0.065105444       -1
## 2702  0.99584488 0.074739018        1
## 2703  0.88227147 0.032263715       -1
## 2704  0.93074792 0.086999930        1
## 2705  0.93351801 0.054158201        1
## 2706  0.93351801 0.067075948        1
## 2707  0.91274238 0.097947173        1
## 2708  0.93490305 0.058537098        1
## 2709  0.91551247 0.058537098        1
## 2710          NA 0.108456526        1
## 2711  0.84903047 0.080431584        1
## 2712  0.94459834 0.146115042        1
## 2713  0.98476454 0.069484341        1
## 2714  0.82825485 0.102326070        1
## 2715  0.87673130 0.129475233        1
## 2716          NA 0.036642612       -1
## 2717  0.92797784 0.041021509       -1
## 2718  0.95567867 0.084810481       -1
## 2719  0.91966759 0.153997057        1
## 2720  0.91689751 0.035328943       -1
## 2721  0.87257618 0.062915995       -1
## 2722  0.95567867 0.059850767        1
## 2723  0.97645429 0.048553212       -1
## 2724  0.99030471 0.064728859        1
## 2725  0.84487535 0.222745744        1
## 2726  0.88227147 0.036642612       -1
## 2727  0.94182825 0.105829188        1
## 2728  0.88365651 0.066419113        1
## 2729  0.88365651 0.045400406        1
## 2730  0.97922438 0.054158201       -1
## 2731  0.95844875 0.095757724        1
## 2732  0.96814404 0.049779304        1
## 2733          NA 0.027884817       -1
## 2734  0.97091413 0.079555805        1
## 2735  0.87257618 0.027009038       -1
## 2736  0.92659280 0.036642612       -1
## 2737  0.96537396 0.151093849        1
## 2738  0.95429363 0.157062285        1
## 2739  0.93351801 0.065981223        1
## 2740  0.97368421 0.041459399       -1
## 2741  0.98199446 0.079275555        1
## 2742  0.90997230 0.045400406        1
## 2743  0.96952909 0.059412877       -1
## 2744  0.86703601 0.041809711       -1
## 2745  0.98060942 0.067294892       -1
## 2746  0.94321330 0.060726547        1
## 2747  0.97922438 0.084810481        1
## 2748  0.98060942 0.043648847       -1
## 2749  0.94736842 0.042177538       -1
## 2750  0.87950139 0.021754361       -1
## 2751  0.91551247 0.032119211        1
## 2752  0.99722992 0.062915995        1
## 2753  0.86980609 0.085248371       -1
## 2754  0.99445983 0.020878582       -1
## 2755  0.96121884 0.038832061       -1
## 2756  0.99445983 0.162316962        1
## 2757  0.88088643 0.071673790        1
## 2758  0.93074792 0.044524627       -1
## 2759  0.97645429 0.150493940        1
## 2760  0.97506925 0.047589855        1
## 2761  0.88088643 0.092005009        1
## 2762  0.88365651 0.028760597       -1
## 2763  0.85041551 0.067294892       -1
## 2764  0.98060942 0.048027745       -1
## 2765  0.98476454 0.078680025        1
## 2766          NA 0.059027535        1
## 2767  0.95290859 0.074739018       -1
## 2768  0.98199446 0.058537098        1
## 2769  0.97229917 0.041021509       -1
## 2770          NA 0.051968752       -1
## 2771          NA 0.080431584        1
## 2772  0.99168975 0.076052687        1
## 2773  0.91135734 0.118523611        1
## 2774  0.97922438 0.053720311        1
## 2775  0.96398892 0.049389582       -1
## 2776  0.96398892 0.072475128       -1
## 2777          NA 0.068967631        1
## 2778  0.87950139 0.189904015        1
## 2779          NA 0.047589855        1
## 2780  0.97922438 0.240699222        1
## 2781  0.87950139 0.080431584        1
## 2782  0.95290859 0.098822952        1
## 2783  0.87950139 0.077550270        1
## 2784  0.98337950 0.073578610        1
## 2785  0.88088643 0.093568276        1
## 2786  0.89750693 0.038832061       -1
## 2787  0.99030471 0.069484341        1
## 2788  0.94736842 0.102326070        1
## 2789  0.91135734 0.062915995        1
## 2790  0.99168975 0.045400406        1
## 2791  0.98476454 0.103626603        1
## 2792  0.96260388 0.051968752       -1
## 2793  0.96675900 0.052621208       -1
## 2794  0.86980609 0.194720802        1
## 2795  0.86288089 0.235882435        1
## 2796  0.93490305 0.097947173        1
## 2797  0.99168975 0.087306453        1
## 2798  0.86703601 0.049779304        1
## 2799  0.98476454 0.084810481        1
## 2800  0.97091413 0.047589855       -1
## 2801  0.88504155 0.031387935       -1
## 2802  0.80332410 0.113273313        1
## 2803  0.96398892 0.039545821       -1
## 2804  0.99584488 0.083058922        1
## 2805  0.99584488 0.085686261        1
## 2806  0.97783934 0.141736145        1
## 2807  0.96814404 0.058537098        1
## 2808  0.88365651 0.043648847        1
## 2809  0.99584488 0.046714076       -1
## 2810  0.98476454 0.048465634       -1
## 2811  0.88642659 0.106704967       -1
## 2812  0.99722992 0.058974988        1
## 2813  0.87257618 0.034015274       -1
## 2814  0.97783934 0.141736145        1
## 2815  0.96675900 0.225574511        1
## 2816  0.97091413 0.080431584        1
## 2817  0.95844875 0.058537098       -1
## 2818  0.83102493 0.137357248       -1
## 2819          NA 0.020440692       -1
## 2820  0.96537396 0.063791775        1
## 2821  0.98199446 0.088313599       -1
## 2822  0.99307479 0.102763960        1
## 2823  0.96814404 0.053282421       -1
## 2824  0.99307479 0.090065158        1
## 2825  0.99722992 0.059412877       -1
## 2826  0.92243767 0.076490577       -1
## 2827  0.99584488 0.029636376       -1
## 2828  0.87257618 0.036642612       -1
## 2829  0.97645429 0.046714076       -1
## 2830  0.95567867 0.058681602       -1
## 2831  0.98614958 0.060726547        1
## 2832  0.85872576 0.041021509       -1
## 2833  0.99722992 0.046714076       -1
## 2834  0.93905817 0.146115042       -1
## 2835  0.88088643 0.098385063        1
## 2836  0.97922438 0.113273313        1
## 2837  0.99722992 0.082621033        1
## 2838  0.89335180 0.097947173        1
## 2839  0.99307479 0.084372592        1
## 2840  0.94875346 0.064667554       -1
## 2841  0.97783934 0.049779304       -1
## 2842  0.78947368 0.046714076       -1
## 2843  0.95844875 0.015623905       -1
## 2844  0.83102493 0.093568276       -1
## 2845  0.99445983 0.076052687       -1
## 2846  0.98337950 0.105741610        1
## 2847  0.99445983 0.074739018        1
## 2848  0.90997230 0.111083865        1
## 2849  0.99445983 0.059412877        1
## 2850  0.86426593 0.056347649       -1
## 2851  0.94182825 0.046714076       -1
## 2852  0.96675900 0.073425349       -1
## 2853  0.91412742 0.080431584       -1
## 2854  0.99307479 0.106704967       -1
## 2855  0.97091413 0.041897289       -1
## 2856          NA 0.003800883       -1
## 2857  0.94736842 0.021316472       -1
## 2858          NA 0.014748126       -1
## 2859  0.93490305 0.047151965       -1
## 2860  0.96537396 0.042773068       -1
## 2861  0.99030471 0.036506866       -1
## 2862  0.83379501 0.030074266       -1
## 2863  0.88088643 0.043210958       -1
## 2864          NA 0.023505920       -1
## 2865  0.97783934 0.076052687        1
## 2866  0.99168975 0.129037343        1
## 2867  0.95983380 0.102413648        1
## 2868  0.87950139 0.060726547       -1
## 2869  0.87257618 0.215529321        1
## 2870  0.87257618 0.215529321        1
## 2871  0.93628809 0.025695369       -1
## 2872  0.99722992 0.054793141       -1
## 2873  0.99722992 0.054793141       -1
## 2874  0.99722992 0.054793141       -1
## 2875  0.99722992 0.054793141       -1
## 2876  0.96952909 0.080633013       -1
## 2877  0.98891967 0.062018321        1
## 2878  0.96675900 0.106704967       -1
## 2879  0.99307479 0.062915995        1
## 2880  0.97091413 0.079993694        1
## 2881  0.88227147 0.032263715       -1
## 2882  0.94321330 0.091378827       -1
## 2883  0.93905817 0.076052687       -1
## 2884  0.90027701 0.047151965       -1
## 2885  0.86703601 0.081307364       -1
## 2886  0.99722992 0.065105444       -1
## 2887  0.84487535 0.123782667       -1
## 2888  0.87257618 0.021316472       -1
## 2889  0.96675900 0.045400406       -1
## 2890  0.97922438 0.148733623        1
## 2891  0.87257618 0.027009038       -1
## 2892  0.87396122 0.086124150       -1
## 2893  0.97506925 0.082183143       -1
## 2894  0.90858726 0.045400406       -1
## 2895          NA 0.045400406       -1
## 2896  0.98199446 0.060726547       -1
## 2897  0.98753463 0.092692496        1
## 2898  0.97091413 0.062478106        1
## 2899  0.97506925 0.038832061       -1
## 2900  0.87673130 0.062915995       -1
## 2901  0.83518006 0.062915995       -1
## 2902  0.96398892 0.047151965       -1
## 2903  0.96675900 0.039269950       -1
## 2904  0.98060942 0.051968752       -1
## 2905  0.98060942 0.111083865        1
## 2906  0.87257618 0.215529321        1
## 2907  0.80332410 0.128599454        1
## 2908  0.97229917 0.036642612       -1
## 2909  0.81440443 0.129037343        1
## 2910  0.96260388 0.065499545       -1
## 2911  0.92797784 0.143925594       -1
## 2912  0.95844875 0.049779304       -1
## 2913  0.96398892 0.075614797       -1
## 2914  0.97922438 0.036642612       -1
## 2915  0.96260388 0.010807118       -1
## 2916  0.96537396 0.144801373       -1
## 2917  0.87257618 0.036642612       -1
## 2918  0.96121884 0.117652210       -1
## 2919  0.82409972 0.178518882       -1
## 2920  0.83795014 0.080431584       -1
## 2921  0.85041551 0.045400406       -1
## 2922  0.88088643 0.038832061       -1
## 2923  0.83102493 0.036642612       -1
## 2924  0.87811634 0.047589855       -1
## 2925  0.94182825 0.014748126       -1
## 2926  0.98753463 0.089189379        1
## 2927  0.99307479 0.045400406       -1
## 2928  0.94875346 0.032263715       -1
## 2929  0.87673130 0.065105444        1
## 2930  0.96675900 0.151369719        1
## 2931  0.79639889 0.091378827       -1
## 2932  0.83102493 0.071673790       -1
## 2933  0.83656510 0.117652210        1
## 2934  0.98891967 0.056347649       -1
## 2935  0.96675900 0.095297940       -1
## 2936  0.95152355 0.049779304       -1
## 2937  0.96952909 0.085686261       -1
## 2938  0.98199446 0.096896238        1
## 2939  0.98060942 0.048903524       -1
## 2940  0.83102493 0.073863238       -1
## 2941  0.98199446 0.109332306       -1
## 2942  0.96121884 0.076052687       -1
## 2943  0.81717452 0.128599454        1
## 2944  0.96952909 0.045400406       -1
## 2945  0.97091413 0.124132978        1
## 2946  0.97091413 0.124132978        1
## 2947  0.84487535 0.343165417        1
## 2948  0.96260388 0.073425349       -1
## 2949  0.96260388 0.073425349       -1
## 2950  0.96952909 0.080431584       -1
## 2951  0.78947368 0.042773068       -1
## 2952  0.84487535 0.079993694       -1
## 2953  0.98476454 0.040583619       -1
## 2954  0.96260388 0.090940937       -1
## 2955          NA 0.241137112       -1
## 2956  0.96537396 0.122031108        1
## 2957  0.95013850 0.016937574       -1
## 2958          NA 0.013872346       -1
## 2959  0.99584488 0.013872346       -1
## 2960  0.99584488 0.010807118       -1
## 2961  0.96952909 0.057661319       -1
## 2962  0.93490305 0.036642612       -1
## 2963  0.87950139 0.033139494       -1
## 2964          NA 0.010369229       -1
## 2965  0.84072022 0.047589855       -1
## 2966  0.86288089 0.037518391       -1
## 2967  0.98337950 0.055909760       -1
## 2968  0.97506925 0.047589855       -1
## 2969  0.99030471 0.038394171       -1
## 2970  0.87673130 0.065105444        1
## 2971  0.94459834 0.056347649        1
## 2972  0.97368421 0.075614797       -1
## 2973  0.86980609 0.097947173        1
## 2974  0.88088643 0.055471870       -1
## 2975  0.83933518 0.051968752       -1
## 2976  0.96121884 0.056347649       -1
## 2977  0.96398892 0.047151965       -1
## 2978  0.96537396 0.054158201       -1
## 2979  0.98337950 0.080869474        1
## 2980  0.88365651 0.048027745        1
## 2981  0.98199446 0.055033980       -1
## 2982  0.99445983 0.051968752       -1
## 2983  0.88088643 0.038832061       -1
## 2984  0.83102493 0.086562040       -1
## 2985  0.83102493 0.056347649       -1
## 2986  0.96814404 0.102326070       -1
## 2987  0.97506925 0.036195964       -1
## 2988  0.88365651 0.065981223       -1
## 2989  0.88365651 0.065981223       -1
## 2990  0.95429363 0.089189379       -1
## 2991  0.94321330 0.023505920       -1
## 2992  0.84626039 0.049779304       -1
## 2993          NA 0.023505920       -1
## 2994  0.99722992 0.038832061       -1
## 2995  0.87811634 0.070798010       -1
## 2996  0.99307479 0.062066489        1
## 2997  0.97783934 0.066857003        1
## 2998  0.90166205 0.019564913       -1
## 2999  0.95983380 0.044962517       -1
## 3000  0.90166205 0.020440692       -1
## 3001  0.81717452 0.080431584        1
## 3002  0.88365651 0.037518391       -1
## 3003  0.93905817 0.033577384       -1
## 3004  0.96121884 0.047589855       -1
## 3005  0.81717452 0.045400406       -1
## 3006  0.97368421 0.074301128        1
## 3007  0.86565097 0.067294892        1
## 3008  0.87673130 0.043210958       -1
## 3009  0.89750693 0.067294892       -1
## 3010  0.87811634 0.074520073       -1
## 3011  0.99722992 0.071673790       -1
## 3012  0.96537396 0.049779304       -1
## 3013  0.96121884 0.051530862       -1
## 3014  0.87257618 0.215529321        1
## 3015  0.88227147 0.114586982        1
## 3016  0.97368421 0.049779304       -1
## 3017          NA 0.041021509       -1
## 3018  0.98337950 0.063353885       -1
## 3019  0.96675900 0.054158201       -1
## 3020          NA 0.067294892       -1
## 3021  0.97783934 0.062915995       -1
## 3022  0.97783934 0.062915995       -1
## 3023  0.96952909 0.168009528       -1
## 3024  0.93767313 0.040145730       -1
## 3025  0.83102493 0.045400406       -1
## 3026  0.98060942 0.076490577        1
## 3027  0.87950139 0.132978351       -1
## 3028  0.94459834 0.036642612       -1
## 3029  0.90166205 0.047151965       -1
## 3030          NA 0.044086737       -1
## 3031  0.96952909 0.056430848        1
## 3032  0.96398892 0.054158201       -1
## 3033  0.96260388 0.060726547       -1
## 3034  0.96814404 0.047589855       -1
## 3035  0.98337950 0.044524627       -1
## 3036  0.96814404 0.041021509       -1
## 3037  0.82686981 0.106704967        1
## 3038  0.83379501 0.060726547       -1
## 3039  0.83102493 0.038832061       -1
## 3040  0.96952909 0.041897289       -1
## 3041  0.97645429 0.088751489       -1
## 3042  0.97368421 0.042773068       -1
## 3043  0.99168975 0.137357248        1
## 3044  0.96260388 0.126410005       -1
## 3045  0.88504155 0.040145730        1
## 3046  0.97229917 0.076490577        1
## 3047  0.96260388 0.043210958       -1
## 3048  0.99168975 0.046714076       -1
## 3049  0.95152355 0.010369229       -1
## 3050  0.84626039 0.030166223       -1
## 3051  0.97229917 0.033139494       -1
## 3052  0.96121884 0.062478106       -1
## 3053  0.81717452 0.120673650       -1
## 3054  0.97783934 0.049779304       -1
## 3055  0.96814404 0.054158201       -1
## 3056  0.96952909 0.078680025       -1
## 3057  0.97506925 0.052844532       -1
## 3058  0.83102493 0.010369229       -1
## 3059  0.83102493 0.010369229       -1
## 3060  0.96814404 0.046175471       -1
## 3061  0.94182825 0.013872346       -1
## 3062  0.87673130 0.065105444        1
## 3063  0.91412742 0.025695369       -1
## 3064  0.85318560 0.032263715       -1
## 3065  0.83933518 0.075176907       -1
## 3066  0.83933518 0.075176907       -1
## 3067  0.85180055 0.168009528        1
## 3068  0.96537396 0.157500175        1
## 3069  0.88227147 0.020878582       -1
## 3070  0.91412742 0.025257479       -1
## 3071  0.96537396 0.053720311       -1
## 3072  0.87257618 0.048465634       -1
## 3073  0.97645429 0.044524627       -1
## 3074  0.85872576 0.072987459       -1
## 3075  0.86980609 0.039269950       -1
## 3076  0.83102493 0.080431584       -1
## 3077  0.99307479 0.057740139       -1
## 3078  0.86980609 0.041897289       -1
## 3079  0.96814404 0.038832061       -1
## 3080  0.90027701 0.029636376        1
## 3081  0.96952909 0.086999930       -1
## 3082  0.92797784 0.106267078       -1
## 3083  0.83102493 0.080431584       -1
## 3084  0.85180055 0.035328943       -1
## 3085  0.87950139 0.089452112       -1
## 3086  0.87257618 0.076052687        1
## 3087  0.97645429 0.235006656        1
## 3088  0.96260388 0.141298255        1
## 3089  0.97368421 0.153997057        1
## 3090  0.95844875 0.058537098       -1
## 3091  0.88227147 0.032263715       -1
## 3092  0.88504155 0.045400406       -1
## 3093          NA 0.076928466       -1
## 3094  0.88088643 0.045400406       -1
## 3095  0.95013850 0.054158201       -1
## 3096  0.93351801 0.019127023       -1
## 3097  0.96952909 0.135605689       -1
## 3098  0.88088643 0.035328943       -1
## 3099  0.97783934 0.047589855       -1
## 3100  0.86426593 0.048465634       -1
## 3101  0.99307479 0.062915995        1
## 3102  0.88227147 0.045400406       -1
## 3103  0.96952909 0.097071394       -1
## 3104  0.96398892 0.043508723       -1
## 3105          NA 0.097947173       -1
## 3106  0.74792244 0.076052687       -1
## 3107  0.99722992 0.124220556        1
## 3108  0.81717452 0.112397534       -1
## 3109  0.95429363 0.008617670       -1
## 3110          NA 0.157062285       -1
## 3111  0.96952909 0.041897289       -1
## 3112  0.92936288 0.275292510       -1
## 3113  0.95844875 0.189904015        1
## 3114  0.96398892 0.047151965       -1
## 3115  0.96814404 0.097947173       -1
## 3116  0.96952909 0.054158201       -1
## 3117  0.92520776 0.027884817       -1
## 3118  0.93490305 0.037518391       -1
## 3119  0.95429363 0.045400406       -1
## 3120  0.87257618 0.036642612       -1
## 3121          NA 0.128599454       -1
## 3122  0.97783934 0.051968752       -1
## 3123  0.94182825 0.030512156       -1
## 3124  0.98476454 0.097583725        1
## 3125  0.84903047 0.045400406       -1
## 3126  0.98337950 0.080431584       -1
## 3127  0.94598338 0.047589855       -1
## 3128  0.96675900 0.041021509       -1
## 3129  0.94182825 0.036642612       -1
## 3130  0.87257618 0.027884817       -1
## 3131  0.87811634 0.062915995       -1
## 3132          NA 0.016937574       -1
## 3133  0.96121884 0.062915995        1
## 3134  0.88227147 0.065105444        1
## 3135  0.86288089 0.021316472       -1
## 3136  0.87119114 0.072987459       -1
## 3137  0.98476454 0.054985812        1
## 3138  0.86842105 0.060288657       -1
## 3139  0.78947368 0.054158201       -1
## 3140  0.94182825 0.041021509       -1
## 3141  0.96398892 0.055909760       -1
## 3142  0.96260388 0.032263715       -1
## 3143  0.95429363 0.121593218       -1
## 3144  0.99168975 0.032263715       -1
## 3145  0.92797784 0.153997057       -1
## 3146  0.96121884 0.055909760       -1
## 3147  0.86980609 0.069046451        1
## 3148  0.97506925 0.081307364        1
## 3149  0.96814404 0.046276186       -1
## 3150  0.96675900 0.047151965        1
## 3151  0.97783934 0.037080502       -1
## 3152  0.92105263 0.025695369       -1
## 3153  0.99030471 0.054596091       -1
## 3154  0.96398892 0.055909760       -1
## 3155          NA 0.022630141       -1
## 3156  0.98199446 0.062478106       -1
## 3157  0.81717452 0.132978351       -1
## 3158  0.86980609 0.033139494       -1
## 3159  0.97368421 0.052406642       -1
## 3160  0.95983380 0.103639739        1
## 3161  0.88504155 0.054158201       -1
## 3162  0.99445983 0.060288657       -1
## 3163          NA 0.093568276       -1
## 3164  0.96398892 0.118965880        1
## 3165  0.78670360 0.102326070        1
## 3166          NA 0.014748126       -1
## 3167          NA 0.010369229       -1
## 3168  0.84764543 0.386954389        1
## 3169  0.87950139 0.043210958       -1
## 3170  0.96675900 0.043210958       -1
## 3171  0.99445983 0.041897289       -1
## 3172  0.96952909 0.045400406       -1
## 3173  0.94459834 0.088313599       -1
## 3174  0.96675900 0.051968752       -1
## 3175  0.88088643 0.037956281       -1
## 3176  0.99445983 0.093568276        1
## 3177  0.96398892 0.048027745       -1
## 3178  0.96952909 0.059443530       -1
## 3179  0.99445983 0.162316962        1
## 3180  0.91135734 0.045400406       -1
## 3181  0.80332410 0.113273313        1
## 3182  0.88227147 0.044283788       -1
## 3183          NA 0.055471870       -1
## 3184  0.86565097 0.053282421       -1
## 3185  0.98614958 0.068170672        1
## 3186  0.88088643 0.055471870       -1
## 3187  0.99030471 0.066419113        1
## 3188  0.84487535 0.084810481       -1
## 3189  0.96537396 0.045400406       -1
## 3190  0.96398892 0.096896238        1
## 3191  0.88365651 0.021316472       -1
## 3192  0.87257618 0.075181286       -1
## 3193  0.97091413 0.041021509       -1
## 3194          NA 0.076052687       -1
## 3195  0.96260388 0.049779304       -1
## 3196  0.96537396 0.065105444        1
## 3197  0.83795014 0.235536502        1
## 3198  0.99307479 0.084810481        1
## 3199  0.96260388 0.049122469       -1
## 3200  0.96814404 0.102514363       -1
## 3201  0.88504155 0.034891053       -1
## 3202  0.97783934 0.054158201       -1
## 3203          NA 0.064229664       -1
## 3204  0.82825485 0.029636376       -1
## 3205  0.96952909 0.016061795       -1
## 3206  0.96952909 0.035766832       -1
## 3207  0.96814404 0.033879528       -1
## 3208  0.80332410 0.211798501       -1
## 3209  0.99030471 0.080431584       -1
## 3210  0.89058172 0.014310236       -1
## 3211  0.87257618 0.188161213       -1
## 3212  0.92797784 0.076052687       -1
## 3213  0.95983380 0.136043579        1
## 3214  0.99584488 0.060980523       -1
## 3215  0.91689751 0.124220556       -1
## 3216  0.99584488 0.053308695       -1
## 3217  0.99168975 0.136481469        1
## 3218  0.96398892 0.086562040        1
## 3219  0.99168975 0.058537098       -1
## 3220  0.93490305 0.023505920       -1
## 3221  0.68144044 0.202072970       -1
## 3222  0.96398892 0.052559903       -1
## 3223  0.96260388 0.051530862       -1
## 3224  0.81163435 0.134292020       -1
## 3225  0.98753463 0.141736145        1
## 3226          NA 0.049779304       -1
## 3227  0.92520776 0.020440692       -1
## 3228  0.93490305 0.049779304       -1
## 3229  0.86426593 0.134292020        1
## 3230          NA 0.137357248        1
## 3231  0.83102493 0.111083865        1
## 3232  0.84487535 0.152245498        1
## 3233  0.82271468 0.023505920       -1
## 3234          NA 0.012996567       -1
## 3235          NA 0.011682898       -1
## 3236          NA 0.011682898       -1
## 3237          NA 0.011682898       -1
## 3238  0.99030471 0.013872346       -1
## 3239  0.99584488 0.011245008       -1
## 3240  0.91135734 0.068319554       -1
## 3241          NA 0.278795628        1
## 3242          NA 0.011682898       -1
## 3243  0.85872576 0.065136096       -1
## 3244  0.99030471 0.066419113        1
## 3245  0.84487535 0.108456526       -1
## 3246  0.96537396 0.122031108        1
## 3247  0.96537396 0.041459399       -1
## 3248  0.98891967 0.066419113        1
## 3249          NA 0.046276186       -1
## 3250  0.87257618 0.159251734       -1
## 3251  0.87257618 0.058537098       -1
## 3252  0.95290859 0.045400406       -1
## 3253  0.87811634 0.106704967        1
## 3254  0.96814404 0.231503538        1
## 3255  0.89750693 0.023505920       -1
## 3256  0.84764543 0.042335178       -1
## 3257  0.87257618 0.032320640       -1
## 3258  0.99584488 0.042904435       -1
## 3259  0.90027701 0.047147586       -1
## 3260  0.90027701 0.044524627       -1
## 3261  0.97645429 0.077366356       -1
## 3262  0.90443213 0.032263715       -1
## 3263  0.96675900 0.042335178       -1
## 3264  0.93905817 0.106704967       -1
## 3265  0.94182825 0.048465634       -1
## 3266  0.90997230 0.045400406       -1
## 3267          NA 0.034891053       -1
## 3268  0.93905817 0.057661319       -1
## 3269  0.83102493 0.149618160       -1
## 3270  0.99030471 0.036642612       -1
## 3271  0.96675900 0.036949135       -1
## 3272  0.73130194 0.053282421       -1
## 3273  0.97922438 0.045400406       -1
## 3274  0.92659280 0.061164436       -1
## 3275  0.87119114 0.047589855       -1
## 3276  0.73130194 0.053282421       -1
## 3277  0.99030471 0.048027745       -1
## 3278  0.96260388 0.045400406       -1
## 3279  0.78116343 0.104077629        1
## 3280  0.90443213 0.028322707       -1
## 3281  0.96675900 0.037168080       -1
## 3282  0.91135734 0.036642612       -1
## 3283  0.86565097 0.036642612       -1
## 3284  0.98753463 0.124220556        1
## 3285  0.90443213 0.046714076       -1
## 3286  0.85318560 0.070360121       -1
## 3287  0.90720222 0.220556295       -1
## 3288  0.83656510 0.045400406       -1
## 3289  0.91966759 0.066519828       -1
## 3290  0.88088643 0.032276851       -1
## 3291  0.92797784 0.064667554       -1
## 3292  0.93490305 0.049779304       -1
## 3293  0.90027701 0.073863238       -1
## 3294  0.92659280 0.126212955       -1
## 3295  0.86842105 0.045400406       -1
## 3296  0.99584488 0.182897779        1
## 3297  0.93074792 0.039269950       -1
## 3298  0.93905817 0.048868493       -1
## 3299  0.96675900 0.046276186       -1
## 3300  0.92659280 0.052406642       -1
## 3301  0.96675900 0.040307749       -1
## 3302  0.92243767 0.039269950       -1
## 3303  0.87257618 0.030074266       -1
## 3304  0.97506925 0.059850767       -1
## 3305  0.97506925 0.121702690        1
## 3306  0.97783934 0.045400406        1
## 3307  0.93905817 0.056347649       -1
## 3308  0.87119114 0.048903524        1
## 3309  0.92520776 0.093568276       -1
## 3310  0.88365651 0.058099208       -1
## 3311  0.97783934 0.064229664        1
## 3312  0.97368421 0.089189379        1
## 3313  0.96398892 0.072987459       -1
## 3314  0.83102493 0.129037343       -1
## 3315  0.99584488 0.081307364       -1
## 3316  0.69252078 0.070360121       -1
## 3317  0.99445983 0.064229664       -1
## 3318  0.84487535 0.149618160        1
## 3319  0.95429363 0.036642612       -1
## 3320  0.97091413 0.113273313        1
## 3321  0.99307479 0.074957963        1
## 3322  0.99307479 0.056347649        1
## 3323  0.90581717 0.023505920       -1
## 3324  0.84487535 0.089189379        1
## 3325  0.88642659 0.042773068       -1
## 3326  0.98476454 0.111679395        1
## 3327  0.95706371 0.110208085        1
## 3328  0.93905817 0.039269950       -1
## 3329  0.83518006 0.052748196       -1
## 3330  0.99445983 0.014748126       -1
## 3331  0.98337950 0.045400406       -1
## 3332  0.83933518 0.062915995       -1
## 3333  0.99030471 0.051320675        1
## 3334  0.98476454 0.043210958        1
## 3335  0.92659280 0.043648847        1
## 3336  0.91689751 0.027884817       -1
## 3337  0.94459834 0.045400406       -1
## 3338  0.92243767 0.102326070        1
## 3339  0.94598338 0.060726547       -1
## 3340  0.99030471 0.051092973       -1
## 3341  0.97645429 0.065105444        1
## 3342  0.98476454 0.053282421        1
## 3343          NA 0.080431584        1
## 3344  0.97229917 0.122906887        1
## 3345  0.98753463 0.053720311       -1
## 3346  0.96398892 0.062915995        1
## 3347  0.83102493 0.079117915       -1
## 3348  0.92382271 0.081307364       -1
## 3349  0.99722992 0.027009038       -1
## 3350  0.90443213 0.030512156       -1
## 3351  0.96537396 0.051968752       -1
## 3352  0.96121884 0.038832061        1
## 3353  0.99584488 0.039269950        1
## 3354  0.90720222 0.111083865        1
## 3355  0.90858726 0.054158201       -1
## 3356  0.82548476 0.071673790        1
## 3357  0.88642659 0.042773068       -1
## 3358  0.99722992 0.054596091        1
## 3359  0.97783934 0.037518391       -1
## 3360  0.98614958 0.038219015       -1
## 3361  0.98337950 0.108456526        1
## 3362  0.95567867 0.077366356        1
## 3363  0.98891967 0.067294892        1
## 3364  0.93905817 0.135233483        1
## 3365  0.97783934 0.043648847       -1
## 3366  0.93213296 0.038875850       -1
## 3367  0.97368421 0.073587368        1
## 3368  0.98614958 0.098560219        1
## 3369  0.88365651 0.102326070       -1
## 3370  0.96814404 0.045400406       -1
## 3371  0.97922438 0.080571709        1
## 3372  0.76869806 0.084810481       -1
## 3373  0.95429363 0.106704967        1
## 3374  0.93351801 0.058537098       -1
## 3375  0.92936288 0.153099383        1
## 3376  0.99030471 0.197348140        1
## 3377          NA 0.154653892        1
## 3378  0.94182825 0.343165417        1
## 3379  0.95706371 0.090940937       -1
## 3380  0.97645429 0.063791775       -1
## 3381          NA 0.155310727        1
## 3382  0.95429363 0.055590100        1
## 3383  0.83656510 0.036642612       -1
## 3384  0.97922438 0.062915995       -1
## 3385  0.91412742 0.131664682        1
## 3386  0.97091413 0.048903524       -1
## 3387  0.84626039 0.042335178       -1
## 3388  0.95706371 0.071875219        1
## 3389  0.80609418 0.089189379       -1
## 3390  0.91551247 0.049779304        1
## 3391  0.84349030 0.067294892       -1
## 3392  0.99168975 0.078680025        1
## 3393  0.81717452 0.033577384       -1
## 3394          NA 0.055563827        1
## 3395  0.95152355 0.048465634       -1
## 3396  0.97783934 0.058537098       -1
## 3397  0.97229917 0.144801373       -1
## 3398  0.72160665 0.090143978       -1
## 3399  0.90027701 0.119403769       -1
## 3400          NA 0.057661319        1
## 3401          NA 0.098385063        1
## 3402  0.87257618 0.041021509       -1
## 3403  0.97922438 0.059745674        1
## 3404  0.93074792 0.133416240        1
## 3405  0.85872576 0.057661319       -1
## 3406  0.93351801 0.091378827        1
## 3407  0.97922438 0.047589855       -1
## 3408  0.93074792 0.071673790       -1
## 3409  0.84487535 0.054158201        1
## 3410  0.94321330 0.070430183       -1
## 3411  0.90443213 0.142773944        1
## 3412  0.87257618 0.073644293       -1
## 3413  0.95844875 0.058537098       -1
## 3414  0.91412742 0.055458733       -1
## 3415  0.86703601 0.032263715       -1
## 3416  0.83102493 0.184211448       -1
## 3417  0.93351801 0.086111014        1
## 3418  0.90997230 0.081959819       -1
## 3419  0.97229917 0.061654873        1
## 3420  0.92382271 0.049779304       -1
## 3421  0.65096953 0.196034471       -1
## 3422  0.95844875 0.089995096       -1
## 3423          NA 0.171512646        1
## 3424  0.88504155 0.057661319        1
## 3425  0.90166205 0.076052687        1
## 3426  0.95013850 0.063353885        1
## 3427  0.84487535 0.054158201       -1
## 3428  0.97368421 0.091378827       -1
## 3429  0.99445983 0.076052687       -1
## 3430  0.96121884 0.146115042        1
## 3431  0.91274238 0.056312618       -1
## 3432  0.83933518 0.203478596        1
## 3433  0.99584488 0.055033980       -1
## 3434  0.86426593 0.066419113       -1
## 3435  0.90027701 0.092057556        1
## 3436  0.41551247 0.277481959        1
## 3437  0.94044321 0.098822952        1
## 3438  0.83102493 0.079599594       -1
## 3439  0.92659280 0.074660198        1
## 3440  0.98891967 0.053593323        1
## 3441  0.99861496 0.054596091       -1
## 3442  0.91135734 0.112835424        1
## 3443  0.91966759 0.079117915       -1
## 3444  0.76177285 0.041021509       -1
## 3445  0.95983380 0.072111679       -1
## 3446  0.87950139 0.071673790        1
## 3447  0.92936288 0.229314090       -1
## 3448  0.99168975 0.052625587       -1
## 3449  0.94044321 0.163630631        1
## 3450  0.91412742 0.052406642        1
## 3451  0.90304709 0.060288657        1
## 3452  0.90997230 0.041021509       -1
## 3453  0.95152355 0.124220556        1
## 3454  0.93628809 0.141736145        1
## 3455  0.91551247 0.068608562       -1
## 3456  0.99722992 0.091378827        1
## 3457  0.92382271 0.080869474       -1
## 3458  0.93905817 0.071673790        1
## 3459  0.93074792 0.130351012        1
## 3460  0.61218837 0.211798501        1
## 3461  0.93074792 0.130351012        1
## 3462  0.94044321 0.055471870        1
## 3463  0.91412742 0.079993694        1
## 3464  0.95567867 0.054070623       -1
## 3465  0.91412742 0.054158201       -1
## 3466  0.94736842 0.065981223       -1
## 3467  0.98753463 0.067294892        1
## 3468          NA 0.061602326       -1
## 3469  0.96675900 0.039707840       -1
## 3470  0.83240997 0.058974988       -1
## 3471  0.91828255 0.051530862        1
## 3472  0.96952909 0.057223429        1
## 3473  0.90858726 0.030512156        1
## 3474  0.92520776 0.089189379        1
## 3475  0.98337950 0.097947173        1
## 3476  0.95844875 0.067732782        1
## 3477  0.98199446 0.146115042        1
## 3478  0.91828255 0.097947173       -1
## 3479  0.83102493 0.162316962        1
## 3480  0.97091413 0.088313599       -1
## 3481  0.87950139 0.049779304       -1
## 3482  0.92105263 0.036642612       -1
## 3483  0.97783934 0.045400406       -1
## 3484          NA 0.084810481       -1
## 3485  0.99168975 0.154872837        1
## 3486  0.92520776 0.080431584        1
## 3487  0.93628809 0.097496147       -1
## 3488  0.90027701 0.056347649       -1
## 3489  0.91412742 0.096195614       -1
## 3490  0.81717452 0.048903524       -1
## 3491  0.99445983 0.111083865        1
## 3492  0.93490305 0.062915995       -1
## 3493  0.90166205 0.054158201       -1
## 3494  0.97368421 0.062915995       -1
## 3495  0.83102493 0.062552547        1
## 3496  0.93767313 0.088751489        1
## 3497  0.84903047 0.037054228       -1
## 3498  0.83379501 0.088751489       -1
## 3499  0.83102493 0.034610804       -1
## 3500  0.96260388 0.090503048       -1
## 3501  0.99030471 0.115462762        1
## 3502  0.83102493 0.048465634       -1
## 3503  0.90443213 0.067294892       -1
## 3504  0.99168975 0.056347649        1
## 3505  0.91689751 0.061019933       -1
## 3506  0.94182825 0.184211448        1
## 3507  0.93905817 0.103639739        1
## 3508  0.92659280 0.098822952       -1
## 3509  0.93628809 0.058537098       -1
## 3510  0.92659280 0.095757724        1
## 3511  0.94182825 0.095757724       -1
## 3512  0.69252078 0.047151965       -1
## 3513  0.90027701 0.061164436        1
## 3514          NA 0.041021509       -1
## 3515  0.91274238 0.146115042        1
## 3516  0.79778393 0.016937574       -1
## 3517  0.75900277 0.067294892       -1
## 3518  0.78947368 0.022849086       -1
## 3519  0.96675900 0.062915995       -1
## 3520  0.95290859 0.054158201        1
## 3521  0.92105263 0.067294892       -1
## 3522  0.83102493 0.079293071       -1
## 3523  0.93074792 0.141377076        1
## 3524  0.97091413 0.055502522       -1
## 3525  0.85872576 0.053720311       -1
## 3526  0.95290859 0.041021509       -1
## 3527  0.96260388 0.148742381       -1
## 3528  0.95706371 0.162316962       -1
## 3529  0.87811634 0.092254607        1
## 3530  0.83102493 0.068608562       -1
## 3531  0.90720222 0.090065158       -1
## 3532  0.98891967 0.286239753        1
## 3533  0.83102493 0.047095040       -1
## 3534  0.87950139 0.057223429       -1
## 3535  0.91689751 0.156624396       -1
## 3536  0.94044321 0.089189379       -1
## 3537  0.84487535 0.062915995       -1
## 3538  0.96398892 0.174139985       -1
## 3539  0.83102493 0.067294892       -1
## 3540  0.95290859 0.160127513       -1
## 3541  0.93351801 0.054596091       -1
## 3542  0.92520776 0.080431584        1
## 3543  0.98614958 0.049341414        1
## 3544  0.52631579 0.051092973       -1
## 3545  0.96537396 0.024381700       -1
## 3546  0.91828255 0.158813844       -1
## 3547  0.83102493 0.054158201       -1
## 3548  0.93490305 0.035131892       -1
## 3549  0.83102493 0.071673790       -1
## 3550  0.92105263 0.076928466       -1
## 3551  0.83102493 0.089189379       -1
## 3552  0.93351801 0.108456526       -1
## 3553  0.97922438 0.308572129        1
## 3554  0.66481994 0.065543334       -1
## 3555  0.83102493 0.164506411       -1
## 3556  0.69252078 0.117214321       -1
## 3557  0.83102493 0.164506411       -1
## 3558  0.78254848 0.051968752       -1
## 3559  0.83102493 0.082183143       -1
## 3560  0.90027701 0.136481469       -1
## 3561  0.69252078 0.065105444       -1
## 3562  0.73407202 0.080431584       -1
## 3563  0.83102493 0.036204722       -1
## 3564  0.98337950 0.062915995        1
## 3565  0.91828255 0.062915995       -1
## 3566  0.92520776 0.045400406       -1
## 3567  0.92243767 0.098385063       -1
## 3568  0.92797784 0.102326070        1
## 3569  0.48476454 0.071673790       -1
## 3570  0.93351801 0.156186506        1
## 3571          NA 0.159251734       -1
## 3572  0.93628809 0.124220556        1
## 3573  0.92797784 0.083058922        1
## 3574  0.93905817 0.050655083       -1
## 3575  0.91135734 0.139546697        1
## 3576  0.83933518 0.058537098       -1
## 3577  0.96675900 0.050414244       -1
## 3578  0.97783934 0.128599454        1
## 3579          NA 0.108894416        1
## 3580  0.96260388 0.155748616        1
## 3581  0.97229917 0.229314090        1
## 3582  0.98476454 0.078680025        1
## 3583          NA 0.039269950       -1
## 3584  0.92797784 0.072987459       -1
## 3585  0.90027701 0.093270511        1
## 3586  0.96814404 0.102326070       -1
## 3587  0.85872576 0.080431584        1
## 3588  0.84487535 0.109332306        1
## 3589  0.83102493 0.031825825       -1
## 3590  0.92105263 0.062915995       -1
## 3591  0.90027701 0.049779304       -1
## 3592  0.97229917 0.071235900       -1
## 3593  0.59141274 0.168009528        1
## 3594  0.42243767 0.025318784       -1
## 3595          NA 0.200851258        1
## 3596  0.95013850 0.101012401        1
## 3597          NA 0.051968752        1
## 3598  0.97368421 0.192093463        1
## 3599  0.92659280 0.074739018        1
## 3600  0.92520776 0.044310061       -1
## 3601  0.91412742 0.054158201        1
## 3602  0.90166205 0.088751489        1
## 3603  0.84626039 0.139546697        1
## 3604  0.99445983 0.091378827        1
## 3605  0.91966759 0.084810481        1
## 3606  0.89889197 0.052406642       -1
## 3607  0.98891967 0.054596091       -1
## 3608  0.98753463 0.102326070        1
## 3609  0.84210526 0.058974988       -1
## 3610  0.93213296 0.043210958       -1
## 3611  0.90027701 0.073863238       -1
## 3612  0.93628809 0.082183143       -1
## 3613  0.98060942 0.077804246       -1
## 3614  0.97783934 0.051092973        1
## 3615  0.92797784 0.154872837        1
## 3616  0.93905817 0.060945491       -1
## 3617  0.92797784 0.078242136       -1
## 3618  0.92797784 0.154872837        1
## 3619          NA 0.130351012        1
## 3620  0.97229917 0.223621523        1
## 3621  0.94875346 0.089627268        1
## 3622  0.91689751 0.072111679        1
## 3623  0.97783934 0.061383381       -1
## 3624  0.90581717 0.097947173       -1
## 3625  0.93074792 0.092254607        1
## 3626          NA 0.062915995       -1
## 3627  0.98337950 0.067294892        1
## 3628  0.95983380 0.068389617       -1
## 3629  0.90443213 0.093568276        1
## 3630  0.98891967 0.100574511        1
## 3631  0.95567867 0.055471870       -1
## 3632  0.98614958 0.137357248       -1
## 3633  0.76177285 0.141736145       -1
## 3634  0.90720222 0.104953409       -1
## 3635  0.96260388 0.080431584        1
## 3636  0.91135734 0.054158201       -1
## 3637  0.93351801 0.019127023       -1
## 3638  0.99168975 0.154872837        1
## 3639  0.91689751 0.080431584       -1
## 3640  0.90997230 0.065105444       -1
## 3641  0.76177285 0.050585021       -1
## 3642  0.92520776 0.089872487       -1
## 3643  0.92797784 0.056347649        1
## 3644  0.85872576 0.061602326       -1
## 3645  0.83102493 0.094006165       -1
## 3646  0.67174515 0.152026554        1
## 3647  0.93905817 0.065105444       -1
## 3648  0.92382271 0.033139494       -1
## 3649  0.90997230 0.037518391       -1
## 3650  0.99584488 0.056785539        1
## 3651  0.98753463 0.134252610        1
## 3652  0.90443213 0.102326070       -1
## 3653          NA 0.054158201       -1
## 3654  0.99445983 0.082621033        1
## 3655  0.93351801 0.054158201       -1
## 3656  0.95290859 0.062478106        1
## 3657  0.92659280 0.048027745        1
## 3658  0.90997230 0.106704967       -1
## 3659  0.93490305 0.157644679        1
## 3660  0.90997230 0.041021509       -1
## 3661  0.95567867 0.062478106       -1
## 3662  0.97091413 0.101012401        1
## 3663  0.94182825 0.070798010        1
## 3664  0.98614958 0.054158201       -1
## 3665  0.86842105 0.039269950       -1
## 3666  0.92243767 0.408848875       -1
## 3667  0.91412742 0.146115042       -1
## 3668  0.93767313 0.135167799       -1
## 3669  0.98199446 0.109770195        1
## 3670  0.97506925 0.047471625       -1
## 3671  0.92797784 0.054158201       -1
## 3672  0.96675900 0.151807609        1
## 3673  0.95706371 0.080869474        1
## 3674  0.90997230 0.090940937       -1
## 3675  0.91412742 0.148742381        1
## 3676  0.94736842 0.049779304        1
## 3677  0.83379501 0.047589855       -1
## 3678  0.99722992 0.058865515        1
## 3679  0.93628809 0.117652210        1
## 3680  0.69252078 0.135167799       -1
## 3681  0.93074792 0.111083865        1
## 3682  0.91551247 0.067294892        1
## 3683  0.94044321 0.058537098        1
## 3684  0.95706371 0.024556856       -1
## 3685  0.99722992 0.057109578        1
## 3686  0.85872576 0.071673790       -1
## 3687          NA 0.136481469        1
## 3688  0.83518006 0.091378827       -1
## 3689  0.91412742 0.058537098       -1
## 3690  0.96398892 0.139546697       -1
## 3691  0.83102493 0.097947173       -1
## 3692  0.83102493 0.131664682       -1
## 3693  0.87257618 0.182897779       -1
## 3694  0.91966759 0.094006165        1
## 3695  0.94182825 0.060726547       -1
## 3696  0.80470914 0.041021509       -1
## 3697  0.72299169 0.277481959        1
## 3698  0.96814404 0.218366846        1
## 3699  0.91966759 0.059588033       -1
## 3700  0.92243767 0.140422476       -1
## 3701  0.96952909 0.065105444        1
## 3702  0.96952909 0.061602326       -1
## 3703  0.93767313 0.060288657       -1
## 3704          NA 0.196472360       -1
## 3705  0.86980609 0.148304491        1
## 3706  0.98891967 0.054596091        1
## 3707  0.93767313 0.067294892       -1
## 3708  0.92243767 0.093568276        1
## 3709  0.91135734 0.062478106        1
## 3710  0.88365651 0.080431584       -1
## 3711  0.93628809 0.035985777       -1
## 3712  0.97091413 0.051092973        1
## 3713  0.87673130 0.030512156       -1
## 3714  0.91412742 0.076490577        1
## 3715  0.92520776 0.086999930        1
## 3716          NA 0.049779304       -1
## 3717  0.83102493 0.211798501       -1
## 3718  0.99584488 0.096318223       -1
## 3719  0.91412742 0.058537098        1
## 3720  0.91966759 0.132978351        1
## 3721  0.92797784 0.058537098       -1
## 3722  0.97229917 0.102326070       -1
## 3723  0.96952909 0.068608562       -1
## 3724  0.87673130 0.051968752       -1
## 3725  0.83102493 0.115462762       -1
## 3726  0.92243767 0.076928466       -1
## 3727  0.92659280 0.041021509       -1
## 3728  0.92105263 0.103114272       -1
## 3729  0.91689751 0.040145730       -1
## 3730  0.93351801 0.030074266       -1
## 3731  0.92797784 0.097947173        1
## 3732  0.92797784 0.045400406       -1
## 3733  0.99307479 0.036642612       -1
## 3734  0.92382271 0.062915995       -1
## 3735  0.93074792 0.065052897       -1
## 3736  0.97783934 0.093568276        1
## 3737  0.93767313 0.046495131       -1
## 3738  0.83102493 0.047589855       -1
## 3739          NA 0.251208576        1
## 3740          NA 0.051968752        1
## 3741  0.92520776 0.041030267       -1
## 3742  0.96952909 0.161441183       -1
## 3743  0.88088643 0.043210958       -1
## 3744  0.94321330 0.150056050       -1
## 3745  0.91412742 0.042335178       -1
## 3746  0.91135734 0.039707840       -1
## 3747  0.92936288 0.062478106       -1
## 3748  0.90858726 0.080869474        1
## 3749  0.96121884 0.081745253       -1
## 3750  0.94321330 0.107361802        1
## 3751  0.92243767 0.196910250        1
## 3752  0.98337950 0.047589855       -1
## 3753  0.89889197 0.119841659        1
## 3754  0.95429363 0.126410005       -1
## 3755  0.42382271 0.027884817       -1
## 3756  0.96675900 0.071673790       -1
## 3757  0.91966759 0.056785539        1
## 3758  0.62326870 0.134729910        1
## 3759  0.91412742 0.119841659       -1
## 3760  0.97783934 0.144363484        1
## 3761  0.90027701 0.058537098       -1
## 3762  0.99584488 0.044962517       -1
## 3763  0.99584488 0.044962517       -1
## 3764  0.95013850 0.104515519       -1
## 3765  0.63711911 0.117082954        1
## 3766          NA 0.059850767       -1
## 3767  0.93628809 0.049779304       -1
## 3768  0.95567867 0.097947173       -1
## 3769  0.58171745 0.091378827       -1
## 3770  0.98199446 0.207419603        1
## 3771          NA 0.047589855       -1
## 3772  0.85872576 0.118965880       -1
## 3773  0.87534626 0.084810481        1
## 3774          NA 0.148304491       -1
## 3775  0.92105263 0.168009528        1
## 3776  0.91689751 0.062915995       -1
## 3777  0.90166205 0.175015764        1
## 3778  0.87534626 0.062915995       -1
## 3779  0.93074792 0.045378512       -1
## 3780          NA 0.055033980        1
## 3781  0.93905817 0.053076613       -1
## 3782  0.93074792 0.072987459       -1
## 3783  0.93074792 0.132978351        1
## 3784  0.97783934 0.032701604       -1
## 3785  0.88227147 0.154872837        1
## 3786  0.91828255 0.209158026        1
## 3787  0.90027701 0.176767323       -1
## 3788  0.93351801 0.043648847       -1
## 3789  0.95013850 0.107580747        1
## 3790  0.99030471 0.065981223        1
## 3791  0.96952909 0.064229664       -1
## 3792  0.90581717 0.034891053        1
## 3793  0.93074792 0.084810481       -1
## 3794  0.82409972 0.029198487       -1
## 3795  0.97922438 0.129475233        1
## 3796  0.83102493 0.028760597       -1
## 3797  0.94044321 0.058099208       -1
## 3798  0.86565097 0.075614797       -1
## 3799  0.98337950 0.168009528        1
## 3800  0.93905817 0.084810481       -1
## 3801  0.93905817 0.047589855       -1
## 3802  0.62465374 0.069484341       -1
## 3803  0.90720222 0.034453163       -1
## 3804  0.90720222 0.034453163       -1
## 3805  0.86565097 0.038332866       -1
## 3806  0.91828255 0.042335178       -1
## 3807  0.90858726 0.135167799        1
## 3808  0.97091413 0.050655083        1
## 3809  0.95567867 0.095083374        1
## 3810  0.92797784 0.071673790        1
## 3811  0.84626039 0.120717439       -1
## 3812  0.98891967 0.091063547        1
## 3813  0.92936288 0.132978351       -1
## 3814  0.96675900 0.132102571       -1
## 3815  0.85318560 0.068608562        1
## 3816  0.89473684 0.028401527       -1
## 3817          NA 0.071673790       -1
## 3818  0.98891967 0.041021509        1
## 3819  0.83102493 0.119841659        1
## 3820  0.98476454 0.151369719        1
## 3821  0.96675900 0.124220556        1
## 3822  0.83240997 0.203040706       -1
## 3823  0.99307479 0.090503048        1
## 3824  0.98891967 0.111521754        1
## 3825  0.55401662 0.051968752        1
## 3826  0.96952909 0.200851258        1
## 3827  0.95706371 0.135167799        1
## 3828  0.91274238 0.102326070        1
## 3829  0.83102493 0.094549149       -1
## 3830  0.85872576 0.053720311       -1
## 3831  0.90858726 0.062040216       -1
## 3832  0.98060942 0.140860366        1
## 3833  0.94182825 0.108018637       -1
## 3834  0.96814404 0.052406642       -1
## 3835          NA 0.072291214        1
## 3836  0.91135734 0.136043579        1
## 3837  0.86980609 0.051092973       -1
## 3838  0.91828255 0.078680025       -1
## 3839          NA 0.467963988        1
## 3840  0.91966759 0.067294892        1
## 3841  0.83102493 0.071673790       -1
## 3842  0.98891967 0.028454074       -1
## 3843  0.90304709 0.089189379       -1
## 3844  0.99722992 0.148304491        1
## 3845  0.92105263 0.058537098       -1
## 3846  0.92105263 0.058537098       -1
## 3847  0.99722992 0.076928466       -1
## 3848  0.83656510 0.049779304       -1
## 3849  0.81717452 0.097947173       -1
## 3850  0.85872576 0.124220556       -1
## 3851  0.92243767 0.036642612       -1
## 3852  0.94598338 0.090065158       -1
## 3853  0.90720222 0.101888180       -1
## 3854  0.96814404 0.050655083       -1
## 3855  0.93213296 0.042335178       -1
## 3856  0.76177285 0.062915995       -1
## 3857  0.96121884 0.037956281       -1
## 3858  0.48891967 0.106267078       -1
## 3859  0.83102493 0.025695369       -1
## 3860  0.93074792 0.106324003        1
## 3861  0.96952909 0.069922231       -1
## 3862  0.84487535 0.077804246       -1
## 3863  0.80470914 0.102763960        1
## 3864  0.87257618 0.087437820        1
## 3865          NA 0.093568276        1
## 3866          NA 0.093568276        1
## 3867  0.95567867 0.072987459       -1
## 3868  0.98337950 0.058537098        1
## 3869  0.84210526 0.027884817       -1
## 3870  0.95290859 0.054158201       -1
## 3871  0.84626039 0.081955440       -1
## 3872  0.89473684 0.037956281       -1
## 3873  0.93213296 0.101888180       -1
## 3874  0.94321330 0.084810481        1
## 3875  0.95567867 0.150493940        1
## 3876  0.83102493 0.071673790       -1
## 3877  0.94875346 0.047983956       -1
## 3878  0.91135734 0.062915995       -1
## 3879  0.83656510 0.043210958       -1
## 3880  0.97645429 0.030950046       -1
## 3881  0.83795014 0.045400406       -1
## 3882  0.84764543 0.055130316       -1
## 3883          NA 0.045400406       -1
## 3884  0.92520776 0.054158201       -1
## 3885  0.92105263 0.083058922       -1
## 3886  0.94044321 0.062915995       -1
## 3887  0.90443213 0.078242136       -1
## 3888  0.92520776 0.045400406       -1
## 3889  0.85872576 0.170076368       -1
## 3890  0.93213296 0.043210958        1
## 3891  0.83102493 0.209609052       -1
## 3892  0.97922438 0.068170672        1
## 3893  0.82825485 0.090336650        1
## 3894  0.89473684 0.025261858       -1
## 3895  0.90027701 0.059850767       -1
## 3896  0.94321330 0.051092973        1
## 3897  0.99722992 0.078242136        1
## 3898  0.98337950 0.063791775        1
## 3899  0.77562327 0.036642612       -1
## 3900  0.90027701 0.168447418        1
## 3901  0.97922438 0.082621033       -1
## 3902  0.93490305 0.104953409       -1
## 3903  0.94875346 0.111083865        1
## 3904  0.91828255 0.035569782       -1
## 3905  0.83795014 0.059294647       -1
## 3906  0.92520776 0.067294892        1
## 3907  0.83102493 0.103639739       -1
## 3908  0.90858726 0.041021509       -1
## 3909  0.93351801 0.153835038        1
## 3910  0.99722992 0.052043193       -1
## 3911  0.93351801 0.080431584       -1
## 3912  0.97922438 0.207419603        1
## 3913  0.62326870 0.019547397       -1
## 3914  0.95567867 0.133854130        1
## 3915  0.77562327 0.100136622       -1
## 3916  0.93351801 0.102763960        1
## 3917  0.95567867 0.133854130        1
## 3918  0.84487535 0.080431584       -1
## 3919  0.92520776 0.054158201        1
## 3920  0.92105263 0.017200308       -1
## 3921  0.91412742 0.076052687       -1
## 3922  0.87257618 0.091475163       -1
## 3923  0.83102493 0.076052687       -1
## 3924  0.92520776 0.071016955       -1
## 3925  0.94044321 0.078242136       -1
## 3926  0.78947368 0.099698732       -1
## 3927  0.81717452 0.067294892       -1
## 3928  0.81578947 0.126410005       -1
## 3929  0.90027701 0.047589855        1
## 3930  0.93628809 0.115024872       -1
## 3931  0.99861496 0.059452288       -1
## 3932  0.97645429 0.113273313        1
## 3933  0.41551247 0.055581342       -1
## 3934  0.90581717 0.045400406       -1
## 3935  0.91966759 0.059303405        1
## 3936  0.92520776 0.109227212        1
## 3937  0.91135734 0.096195614        1
## 3938  0.41551247 0.055909760       -1
## 3939  0.98753463 0.054158201        1
## 3940  0.83102493 0.109770195        1
## 3941  0.87257618 0.069484341        1
## 3942  0.97229917 0.103512751        1
## 3943          NA 0.061164436       -1
## 3944  0.91966759 0.073425349       -1
## 3945  0.91412742 0.045400406       -1
## 3946  0.96398892 0.050217193       -1
## 3947  0.92243767 0.078242136        1
## 3948  0.92520776 0.168009528       -1
## 3949  0.95983380 0.124658446        1
## 3950  0.94044321 0.111635606       -1
## 3951  0.94044321 0.111648742       -1
## 3952  0.91551247 0.111959644       -1
## 3953  0.93351801 0.062915995       -1
## 3954  0.94875346 0.080431584       -1
## 3955  0.94875346 0.051968752       -1
## 3956  0.93767313 0.046276186       -1
## 3957  0.98891967 0.052406642       -1
## 3958  0.90581717 0.105391298        1
## 3959  0.93213296 0.054158201       -1
## 3960  0.94598338 0.097947173       -1
## 3961  0.99030471 0.019127023       -1
## 3962  0.97783934 0.048027745        1
## 3963  0.98199446 0.179394661        1
## 3964  0.83102493 0.100574511        1
## 3965  0.91828255 0.050217193       -1
## 3966  0.69252078 0.046276186       -1
## 3967  0.83102493 0.154872837       -1
## 3968  0.98337950 0.071673790        1
## 3969  0.96952909 0.073863238       -1
## 3970  0.97229917 0.049779304       -1
## 3971  0.90166205 0.032684089       -1
## 3972  0.83102493 0.047668675       -1
## 3973  0.95567867 0.062915995        1
## 3974  0.76177285 0.060726547       -1
## 3975  0.91135734 0.089189379        1
## 3976          NA 0.051530862       -1
## 3977  0.93074792 0.132623660       -1
## 3978  0.92105263 0.080545435       -1
## 3979  0.97645429 0.082621033        1
## 3980  0.88088643 0.048027745       -1
## 3981          NA 0.120717439       -1
## 3982  0.98753463 0.097947173        1
## 3983  0.97783934 0.131664682        1
## 3984  0.96675900 0.058537098       -1
## 3985  0.98891967 0.047151965       -1
## 3986  0.83102493 0.037080502        1
## 3987  0.93905817 0.052406642       -1
## 3988  0.92659280 0.124220556        1
## 3989  0.98614958 0.064417957       -1
## 3990  0.94598338 0.120717439        1
## 3991  0.91689751 0.080431584        1
## 3992  0.97091413 0.064995971        1
## 3993  0.98891967 0.071673790        1
## 3994  0.91412742 0.071673790       -1
## 3995  0.91689751 0.051968752       -1
## 3996  0.94736842 0.089189379        1
## 3997  0.61772853 0.369438801        1
## 3998  0.96814404 0.240261333        1
## 3999  0.93905817 0.081307364       -1
## 4000  0.96398892 0.076052687       -1
## 4001  0.92382271 0.036642612       -1
## 4002  0.99168975 0.062915995       -1
## 4003  0.96537396 0.062040216       -1
## 4004  0.94598338 0.087875709       -1
## 4005  0.95429363 0.156624396       -1
## 4006  0.96814404 0.150493940       -1
## 4007  0.95429363 0.045400406       -1
## 4008  0.95013850 0.056347649       -1
## 4009  0.98337950 0.141219435        1
## 4010  0.94044321 0.065105444       -1
## 4011  0.87534626 0.038832061       -1
## 4012  0.97922438 0.086999930        1
## 4013  0.92382271 0.086999930       -1
## 4014  0.90997230 0.060774714        1
## 4015  0.95844875 0.046276186       -1
## 4016  0.92382271 0.069484341        1
## 4017  0.96814404 0.085686261       -1
## 4018  0.98891967 0.043648847       -1
## 4019  0.93213296 0.080431584        1
## 4020  0.93213296 0.075273243       -1
## 4021  0.97922438 0.052844532       -1
## 4022  0.96952909 0.080431584       -1
## 4023  0.88088643 0.089189379       -1
## 4024  0.94182825 0.036642612       -1
## 4025  0.74792244 0.058537098       -1
## 4026  0.97783934 0.056785539       -1
## 4027  0.55401662 0.157395082       -1
## 4028  0.93905817 0.089189379       -1
## 4029  0.93490305 0.114586982       -1
## 4030  0.95152355 0.141736145        1
## 4031  0.86980609 0.247705458       -1
## 4032          NA 0.055033980       -1
## 4033  0.98199446 0.053282421       -1
## 4034  0.94598338 0.047125692       -1
## 4035  0.92520776 0.162754852        1
## 4036  0.95983380 0.075614797        1
## 4037  0.87673130 0.036642612        1
## 4038  0.94182825 0.132995866       -1
## 4039  0.94598338 0.073863238       -1
## 4040  0.96260388 0.124658446       -1
## 4041  0.99030471 0.013565824       -1
## 4042  0.96675900 0.058537098       -1
## 4043  0.93905817 0.071778883       -1
## 4044  0.90720222 0.050655083       -1
## 4045  0.89889197 0.032263715       -1
## 4046  0.86980609 0.107677083       -1
## 4047  0.68975069 0.057284733       -1
## 4048  0.82409972 0.102763960        1
## 4049          NA 0.140422476       -1
## 4050          NA 0.084810481       -1
## 4051          NA 0.036642612       -1
## 4052          NA 0.050217193       -1
## 4053  0.85872576 0.060726547       -1
## 4054  0.83102493 0.075176907       -1
## 4055  0.91551247 0.097947173       -1
## 4056  0.90720222 0.086999930        1
## 4057  0.95844875 0.114149093        1
## 4058  0.85872576 0.027884817       -1
## 4059  0.94875346 0.086999930        1
## 4060  0.82825485 0.040587998       -1
## 4061  0.87119114 0.118090100       -1
## 4062  0.93905817 0.095827787        1
## 4063  0.95844875 0.041897289       -1
## 4064  0.95844875 0.062915995       -1
## 4065  0.92105263 0.130788902       -1
## 4066  0.93351801 0.085883311       -1
## 4067  0.92520776 0.132978351       -1
## 4068  0.62326870 0.041459399       -1
## 4069  0.93767313 0.088313599        1
## 4070  0.95983380 0.091816717        1
## 4071  0.93351801 0.068170672       -1
## 4072  0.97368421 0.115900652        1
## 4073  0.91412742 0.040539830        1
## 4074  0.90997230 0.041271106       -1
## 4075  0.96952909 0.131839837        1
## 4076  0.94044321 0.081745253       -1
## 4077          NA 0.091120472       -1
## 4078  0.92105263 0.037912492       -1
## 4079  0.91551247 0.081158481       -1
## 4080  0.90720222 0.056347649        1
## 4081  0.98476454 0.100246094       -1
## 4082  0.90581717 0.102326070       -1
## 4083  0.92382271 0.091378827       -1
## 4084  0.93351801 0.080431584       -1
## 4085          NA 0.060726547        1
## 4086  0.90166205 0.034015274       -1
## 4087  0.99584488 0.066857003       -1
## 4088  0.97091413 0.098385063        1
## 4089  0.93074792 0.168009528        1
## 4090  0.95983380 0.087875709        1
## 4091  0.92797784 0.144801373        1
## 4092  0.97506925 0.064229664       -1
## 4093  0.92659280 0.107142857        1
## 4094  0.83102493 0.058537098       -1
## 4095  0.83102493 0.082621033       -1
## 4096  0.94182825 0.147866601        1
## 4097  0.93074792 0.144801373        1
## 4098  0.90720222 0.052844532       -1
## 4099  0.91689751 0.045400406       -1
## 4100  0.89473684 0.080431584       -1
## 4101  0.91689751 0.058537098       -1
## 4102  0.91274238 0.071673790       -1
## 4103  0.83102493 0.033139494       -1
## 4104  0.92520776 0.162316962       -1
## 4105  0.82548476 0.089189379       -1
## 4106  0.91412742 0.100136622        1
## 4107  0.95290859 0.134292020        1
## 4108  0.96675900 0.063791775        1
## 4109  0.95844875 0.054158201       -1
## 4110  0.98060942 0.193407132        1
## 4111          NA 0.102326070        1
## 4112  0.94182825 0.049678589       -1
## 4113  0.66481994 0.071673790       -1
## 4114  0.98060942 0.071678169       -1
## 4115  0.91689751 0.085686261       -1
## 4116          NA 0.045400406       -1
## 4117  0.90581717 0.058537098        1
## 4118  0.98614958 0.068170672        1
## 4119  0.83102493 0.041021509       -1
## 4120  0.97645429 0.044086737        1
## 4121  0.90443213 0.061164436       -1
## 4122  0.92105263 0.068608562       -1
## 4123  0.98476454 0.100246094       -1
## 4124  0.93628809 0.031387935       -1
## 4125  0.83102493 0.124220556       -1
## 4126  0.93905817 0.104077629        1
## 4127  0.93767313 0.080431584       -1
## 4128  0.83102493 0.150493940       -1
## 4129  0.91966759 0.106704967        1
## 4130  0.84487535 0.054158201       -1
## 4131  0.93213296 0.058537098       -1
## 4132  0.96398892 0.069922231        1
## 4133  0.93628809 0.141736145        1
## 4134  0.99445983 0.377320816        1
## 4135  0.93490305 0.135723919        1
## 4136  0.83102493 0.164506411        1
## 4137  0.94044321 0.076490577        1
## 4138  0.94044321 0.102326070       -1
## 4139  0.93074792 0.161441183        1
## 4140  0.97506925 0.076052687        1
## 4141  0.93905817 0.118878302        1
## 4142  0.98337950 0.106709346        1
## 4143  0.98337950 0.129475233        1
## 4144  0.97229917 0.103972536       -1
## 4145  0.95429363 0.056347649        1
## 4146  0.79778393 0.070360121       -1
## 4147  0.96952909 0.058974988       -1
## 4148  0.93074792 0.161445562        1
## 4149  0.44321330 0.073425349       -1
## 4150  0.95290859 0.115462762        1
## 4151  0.93213296 0.076052687        1
## 4152  0.83656510 0.075614797       -1
## 4153  0.98476454 0.078417291        1
## 4154  0.97229917 0.231503538        1
## 4155  0.94736842 0.242450781        1
## 4156  0.97368421 0.231507917        1
## 4157  0.92659280 0.076052687       -1
## 4158  0.86703601 0.167151265       -1
## 4159  0.92797784 0.057661319       -1
## 4160  0.93905817 0.071673790       -1
## 4161  0.96537396 0.044524627       -1
## 4162  0.90858726 0.054158201        1
## 4163  0.95013850 0.069484341       -1
## 4164  0.94182825 0.103201850       -1
## 4165  0.93213296 0.089189379       -1
## 4166  0.91412742 0.093568276       -1
## 4167  0.95983380 0.108320780       -1
## 4168  0.93905817 0.068612941       -1
## 4169  0.96260388 0.106643663       -1
## 4170  0.88504155 0.122994465        1
## 4171  0.93074792 0.137357248        1
## 4172  0.85872576 0.023724865       -1
## 4173  0.84487535 0.049779304       -1
## 4174  0.92659280 0.041021509       -1
## 4175  0.92936288 0.002180691       -1
## 4176  0.98337950 0.082621033        1
## 4177          NA 0.067294892        1
## 4178  0.94875346 0.103639739       -1
## 4179  0.94321330 0.025695369       -1
## 4180  0.92520776 0.050838997       -1
## 4181  0.93490305 0.082621033       -1
## 4182  0.87950139 0.078242136       -1
## 4183          NA 0.051530862       -1
## 4184  0.94182825 0.089189379       -1
## 4185  0.93905817 0.041021509       -1
## 4186  0.93767313 0.121777132        1
## 4187  0.90027701 0.071673790       -1
## 4188  0.94321330 0.046276186       -1
## 4189  0.93628809 0.058537098       -1
## 4190  0.98891967 0.285801864        1
## 4191  0.95567867 0.102028305       -1
## 4192  0.91412742 0.087131297       -1
## 4193  0.95567867 0.097649408       -1
## 4194  0.95429363 0.056785539        1
## 4195  0.92520776 0.060726547       -1
## 4196          NA 0.097947173       -1
## 4197  0.94044321 0.050655083       -1
## 4198  0.96121884 0.178080992       -1
## 4199  0.99030471 0.064667554       -1
## 4200  0.90720222 0.137357248        1
## 4201  0.93074792 0.093344952        1
## 4202  0.91551247 0.054158201       -1
## 4203  0.95844875 0.134292020       -1
## 4204  0.76177285 0.054158201       -1
## 4205  0.83379501 0.119841659       -1
## 4206  0.83102493 0.048027745       -1
## 4207  0.95983380 0.080431584       -1
## 4208  0.95013850 0.062915995       -1
## 4209  0.92797784 0.042554123       -1
## 4210  0.96260388 0.025695369       -1
## 4211  0.94875346 0.093568276       -1
## 4212  0.98891967 0.047589855       -1
## 4213  0.90304709 0.062158446        1
## 4214  0.91412742 0.082621033        1
## 4215          NA 0.058537098       -1
## 4216  0.98199446 0.106704967       -1
## 4217  0.99030471 0.125096336        1
## 4218  0.96121884 0.430743362        1
## 4219          NA 0.136967526        1
## 4220  0.85318560 0.097947173       -1
## 4221  0.98060942 0.074739018        1
## 4222  0.88088643 0.071673790       -1
## 4223  0.81717452 0.073425349       -1
## 4224  0.84626039 0.093568276       -1
## 4225  0.96675900 0.068170672       -1
## 4226  0.62326870 0.124220556       -1
## 4227  0.96952909 0.016499685       -1
## 4228  0.80470914 0.102763960        1
## 4229  0.57479224 0.110790479       -1
## 4230  0.92520776 0.051968752       -1
## 4231  0.88088643 0.084810481        1
## 4232  0.98199446 0.121155328       -1
## 4233  0.98337950 0.082621033        1
## 4234  0.62326870 0.173032124       -1
## 4235  0.90027701 0.130351012       -1
## 4236  0.95152355 0.146115042        1
## 4237  0.98199446 0.097947173        1
## 4238  0.93490305 0.102326070       -1
## 4239  0.83102493 0.038832061       -1
## 4240  0.83102493 0.041021509       -1
## 4241  0.95013850 0.121155328       -1
## 4242  0.98337950 0.091378827       -1
## 4243  0.87673130 0.340975969        1
## 4244  0.95844875 0.071673790       -1
## 4245  0.88088643 0.115462762       -1
## 4246  0.94321330 0.085686261       -1
## 4247  0.93074792 0.065105444        1
## 4248  0.94459834 0.109332306       -1
## 4249  0.91689751 0.055909760       -1
## 4250          NA 0.102326070        1
## 4251  0.93213296 0.053282421       -1
## 4252          NA 0.049779304       -1
## 4253  0.85872576 0.036642612       -1
## 4254  0.83518006 0.055471870       -1
## 4255  0.91689751 0.049779304       -1
## 4256  0.91828255 0.049779304       -1
## 4257  0.92936288 0.076052687       -1
## 4258  0.93905817 0.104077629        1
## 4259  0.66343490 0.105829188       -1
## 4260  0.74515235 0.146115042       -1
## 4261  0.93905817 0.095757724       -1
## 4262  0.87950139 0.089189379        1
## 4263  0.97645429 0.090065158       -1
## 4264  0.86288089 0.124220556       -1
## 4265          NA 0.089189379        1
## 4266  0.97645429 0.097071394       -1
## 4267  0.98614958 0.083058922        1
## 4268  0.94736842 0.117485812       -1
## 4269  0.83102493 0.054158201       -1
## 4270  0.93628809 0.093739053       -1
## 4271  0.95844875 0.089189379       -1
## 4272  0.90027701 0.062478106       -1
## 4273  0.99445983 0.055033980       -1
## 4274  0.99584488 0.118965880        1
## 4275  0.91412742 0.180931654       -1
## 4276  0.93213296 0.130631262       -1
## 4277  0.85872576 0.180861592        1
## 4278  0.96952909 0.080431584        1
## 4279  0.96952909 0.097947173       -1
## 4280          NA 0.084810481       -1
## 4281  0.96952909 0.137357248        1
## 4282  0.84487535 0.199975478        1
## 4283  0.86565097 0.054158201       -1
## 4284  0.98614958 0.062915995        1
## 4285  0.81717452 0.058537098       -1
## 4286  0.99445983 0.086124150       -1
## 4287          NA 0.131226792        1
## 4288  0.95844875 0.057223429       -1
## 4289  0.91551247 0.146115042        1
## 4290  0.88365651 0.080431584        1
## 4291          NA 0.089189379        1
## 4292  0.94875346 0.045400406       -1
## 4293  0.93905817 0.093568276        1
## 4294  0.93490305 0.054158201       -1
## 4295  0.91828255 0.055033980       -1
## 4296  0.91274238 0.067294892       -1
## 4297  0.93490305 0.036642612        1
## 4298  0.95013850 0.056347649       -1
## 4299  0.91689751 0.058537098       -1
## 4300  0.94736842 0.014748126       -1
## 4301  0.96952909 0.124220556        1
## 4302  0.87950139 0.064667554       -1
## 4303  0.97645429 0.039269950       -1
## 4304  0.97368421 0.097947173       -1
## 4305          NA 0.146115042        1
## 4306  0.86980609 0.065057276       -1
## 4307  0.74515235 0.222307854       -1
## 4308  0.97368421 0.130788902        1
## 4309  0.99584488 0.059084460       -1
## 4310  0.93074792 0.038832061       -1
## 4311  0.93351801 0.013653402       -1
## 4312  0.89889197 0.073425349       -1
## 4313  0.89889197 0.056347649       -1
## 4314  0.97229917 0.150493940       -1
## 4315  0.97783934 0.019564913       -1
## 4316  0.98337950 0.025134870       -1
## 4317  0.89473684 0.183773558        1
## 4318          NA 0.019127023       -1
## 4319  0.95567867 0.039269950       -1
## 4320  0.96121884 0.112397534        1
## 4321  0.93351801 0.076052687       -1
## 4322  0.91274238 0.066892034       -1
## 4323  0.99722992 0.037281931       -1
## 4324          NA 0.070798010       -1
## 4325  0.96952909 0.058699117       -1
## 4326  0.99722992 0.051092973       -1
## 4327  0.96398892 0.111083865       -1
## 4328  0.96121884 0.054158201        1
## 4329  0.99168975 0.067294892       -1
## 4330  0.96537396 0.027884817       -1
## 4331  0.02493075 0.430743362        1
## 4332  0.99168975 0.046276186       -1
## 4333  0.96260388 0.124220556        1
## 4334  0.93351801 0.006866111       -1
## 4335  0.95290859 0.071078260       -1
## 4336  0.90443213 0.045400406       -1
## 4337  0.98891967 0.091816717        1
## 4338  0.81163435 0.041021509       -1
## 4339  0.84487535 0.058887410       -1
## 4340  0.92105263 0.039707840       -1
## 4341          NA 0.058099208       -1
## 4342  0.99307479 0.062040216       -1
## 4343  0.97506925 0.051968752       -1
## 4344  0.98337950 0.080431584       -1
## 4345  0.82825485 0.101222588        1
## 4346  0.88088643 0.078680025       -1
## 4347          NA 0.089627268       -1
## 4348  0.97645429 0.058537098       -1
## 4349  0.85872576 0.105128564       -1
## 4350  0.96260388 0.048465634       -1
## 4351  0.85872576 0.080431584       -1
## 4352  0.87950139 0.024819589       -1
## 4353          NA 0.054158201       -1
## 4354  0.90027701 0.045400406       -1
## 4355  0.95983380 0.097071394       -1
## 4356  0.90027701 0.057223429        1
## 4357  0.94182825 0.032263715       -1
## 4358  0.99722992 0.037281931       -1
## 4359  0.78947368 0.115462762       -1
## 4360  0.83102493 0.032263715       -1
## 4361          NA 0.124220556       -1
## 4362  0.89889197 0.041021509       -1
## 4363  0.86565097 0.137357248       -1
## 4364  0.83102493 0.073425349       -1
## 4365  0.83379501 0.067294892       -1
## 4366  0.96398892 0.064667554       -1
## 4367  0.87257618 0.073863238       -1
## 4368  0.86980609 0.045400406       -1
## 4369  0.92797784 0.009493449       -1
## 4370          NA 0.045400406       -1
## 4371  0.99584488 0.036642612       -1
## 4372  0.94182825 0.137795138       -1
## 4373  0.96398892 0.173264205       -1
## 4374  0.96537396 0.090940937       -1
## 4375  0.83102493 0.067294892       -1
## 4376  0.83102493 0.050655083       -1
## 4377  0.96260388 0.100136622       -1
## 4378          NA 0.036642612       -1
## 4379  0.98614958 0.255587473        1
## 4380  0.85872576 0.012558677       -1
## 4381  0.83102493 0.082621033       -1
## 4382  0.83102493 0.056347649       -1
## 4383  0.91412742 0.127723674       -1
## 4384  0.88365651 0.117214321       -1
## 4385          NA 0.066419113       -1
## 4386  0.84072022 0.098236180       -1
## 4387  0.79639889 0.124220556        1
## 4388  0.80332410 0.087056856       -1
## 4389  0.88088643 0.059850767       -1
## 4390          NA 0.158375955       -1
## 4391  0.99722992 0.037281931       -1
## 4392  0.90581717 0.070798010       -1
## 4393  0.97922438 0.052844532       -1
## 4394  0.94736842 0.093568276       -1
## 4395  0.87950139 0.160127513        1
## 4396          NA 0.049779304       -1
## 4397          NA 0.093568276       -1
## 4398  0.85872576 0.121155328       -1
## 4399  0.81717452 0.077804246       -1
## 4400  0.91412742 0.056785539       -1
## 4401  0.92797784 0.192093463        1
## 4402  0.84487535 0.067294892       -1
## 4403  0.96121884 0.144363484       -1
## 4404  0.88088643 0.071673790       -1
## 4405  0.87950139 0.036642612       -1
## 4406  0.86842105 0.058537098       -1
## 4407  0.87257618 0.052406642       -1
## 4408  0.82963989 0.146990822       -1
## 4409  0.91412742 0.045400406       -1
## 4410  0.88227147 0.084810481       -1
## 4411  0.89335180 0.168009528        1
## 4412  0.90720222 0.189904015        1
## 4413          NA 0.080431584       -1
## 4414          NA 0.172388426       -1
## 4415  0.97368421 0.112835424       -1
## 4416  0.83102493 0.036642612       -1
## 4417          NA 0.074739018       -1
## 4418  0.88088643 0.088313599       -1
## 4419  0.90858726 0.021754361       -1
## 4420  0.96398892 0.038293456       -1
## 4421  0.88227147 0.167571639       -1
## 4422  0.87257618 0.038394171       -1
## 4423  0.98337950 0.023505920       -1
## 4424  0.96398892 0.022630141       -1
## 4425  0.90997230 0.032263715       -1
## 4426  0.97091413 0.044962517       -1
## 4427  0.94044321 0.058537098       -1
## 4428  0.95429363 0.014748126       -1
## 4429  0.94736842 0.093568276       -1
## 4430  0.96121884 0.078680025       -1
## 4431  0.97368421 0.086999930       -1
## 4432  0.96675900 0.080431584       -1
## 4433  0.96952909 0.049779304       -1
## 4434  0.98199446 0.032263715       -1
## 4435  0.99168975 0.055033980        1
## 4436  0.83379501 0.168009528       -1
## 4437  0.81994460 0.076052687       -1
## 4438  0.93490305 0.086124150       -1
## 4439          NA 0.024381700       -1
## 4440  0.91689751 0.026133259       -1
## 4441  0.88365651 0.084810481        1
## 4442  0.83102493 0.036642612       -1
## 4443  0.93351801 0.005114552       -1
## 4444          NA 0.172388426       -1
## 4445  0.90304709 0.084810481       -1
## 4446  0.84487535 0.141736145       -1
## 4447  0.88227147 0.039269950       -1
## 4448  0.89335180 0.032263715       -1
## 4449  0.88365651 0.041021509       -1
## 4450  0.83102493 0.137357248       -1
## 4451  0.95013850 0.169761087       -1
## 4452          NA 0.045400406       -1
## 4453  0.87811634 0.038832061       -1
## 4454          NA 0.108894416       -1
## 4455  0.94182825 0.014748126       -1
## 4456  0.82686981 0.150493940        1
## 4457  0.82686981 0.150493940        1
## 4458  0.75900277 0.078680025       -1
## 4459          NA 0.137357248       -1
## 4460  0.87257618 0.046276186       -1
## 4461  0.55817175 0.128599454        1
## 4462  0.82271468 0.220556295        1
## 4463  0.56371191 0.306382681       -1
## 4464  0.99722992 0.045400406       -1
## 4465  0.92797784 0.034453163       -1
## 4466  0.97506925 0.044524627       -1
## 4467  0.83102493 0.061602326       -1
## 4468  0.85872576 0.069484341       -1
## 4469  0.98753463 0.152683388        1
## 4470          NA 0.027884817       -1
## 4471  0.96260388 0.055441218       -1
## 4472  0.83102493 0.049779304       -1
## 4473  0.85872576 0.041021509       -1
## 4474  0.85872576 0.058537098       -1
## 4475  0.96675900 0.053282421       -1
## 4476  0.98891967 0.093568276       -1
## 4477  0.99722992 0.051092973       -1
## 4478  0.95706371 0.046276186       -1
## 4479  0.87119114 0.036204722       -1
## 4480  0.96398892 0.112537659       -1
## 4481  0.98199446 0.041021509       -1
## 4482  0.90027701 0.253652000       -1
## 4483  0.83102493 0.115900652       -1
## 4484  0.85595568 0.084810481       -1
## 4485  0.96260388 0.059850767       -1
## 4486  0.88365651 0.032263715       -1
## 4487  0.78947368 0.055139074       -1
## 4488  0.95844875 0.131226792       -1
## 4489  0.92520776 0.036152175       -1
## 4490  0.83102493 0.082621033       -1
## 4491  0.84764543 0.146115042       -1
## 4492          NA 0.135167799        1
## 4493  0.99722992 0.051092973       -1
## 4494  0.87811634 0.036642612       -1
## 4495  0.88227147 0.093568276       -1
## 4496  0.96398892 0.025257479       -1
## 4497  0.83102493 0.058537098       -1
## 4498  0.94182825 0.014748126       -1
## 4499  0.86703601 0.030950046       -1
## 4500  0.76177285 0.051968752       -1
## 4501  0.85872576 0.047589855       -1
## 4502  0.85872576 0.030074266       -1
## 4503  0.85872576 0.058537098       -1
## 4504  0.95983380 0.060726547       -1
## 4505  0.96952909 0.104953409       -1
## 4506  0.87534626 0.045400406       -1
## 4507  0.76177285 0.113273313       -1
## 4508  0.76177285 0.113273313       -1
## 4509  0.85872576 0.162316962       -1
## 4510  0.87257618 0.052406642       -1
## 4511  0.91135734 0.065105444       -1
## 4512          NA 0.165820080        1
## 4513  0.83933518 0.124220556       -1
## 4514  0.97229917 0.139546697        1
## 4515  0.95429363 0.058537098       -1
## 4516  0.94875346 0.014748126       -1
## 4517  0.98199446 0.047151965       -1
## 4518  0.96814404 0.049779304       -1
## 4519  0.85041551 0.051968752       -1
## 4520  0.97506925 0.173264205        1
## 4521          NA 0.036642612       -1
## 4522  0.86842105 0.168009528        1
## 4523  0.83102493 0.038832061       -1
## 4524  0.96537396 0.043745183       -1
## 4525  0.81717452 0.176767323        1
## 4526  0.97229917 0.046582709       -1
## 4527  0.90166205 0.062915995       -1
## 4528  0.99584488 0.080431584       -1
## 4529  0.96952909 0.091378827        1
## 4530  0.93490305 0.016937574       -1
## 4531  0.95429363 0.034453163       -1
## 4532  0.96675900 0.051968752       -1
## 4533  0.94044321 0.034453163       -1
## 4534  0.90027701 0.048470013       -1
## 4535  0.87811634 0.049779304       -1
## 4536  0.86980609 0.111127654       -1
## 4537  0.92105263 0.025257479       -1
## 4538  0.94044321 0.041021509       -1
## 4539  0.92797784 0.019127023       -1
## 4540  0.90858726 0.175059553       -1
## 4541  0.91412742 0.024381700       -1
## 4542  0.98476454 0.043210958        1
## 4543  0.83102493 0.079555805       -1
## 4544  0.97229917 0.046582709       -1
## 4545  0.83102493 0.106704967       -1
## 4546  0.91412742 0.071673790       -1
## 4547  0.83102493 0.079555805       -1
## 4548  0.81855956 0.073863238       -1
## 4549  0.97922438 0.049779304        1
## 4550  0.90027701 0.056347649       -1
## 4551  0.98199446 0.032044770       -1
## 4552          NA 0.040145730       -1
## 4553  0.99445983 0.050655083       -1
## 4554  0.81717452 0.032263715       -1
## 4555  0.85872576 0.045400406       -1
## 4556  0.99307479 0.048465634       -1
## 4557  0.99445983 0.060726547       -1
## 4558  0.94044321 0.051968752       -1
## 4559  0.94736842 0.036642612       -1
## 4560  0.96537396 0.043210958       -1
## 4561  0.91412742 0.024381700       -1
## 4562  0.80332410 0.062915995       -1
## 4563  0.98614958 0.056785539       -1
## 4564  0.98753463 0.056785539       -1
## 4565  0.97229917 0.075176907       -1
## 4566  0.98199446 0.089627268        1
## 4567          NA 0.001611434       -1
## 4568  0.92520776 0.039269950       -1
## 4569  0.96398892 0.044397639       -1
## 4570  0.78947368 0.199975478        1
## 4571  0.94598338 0.080431584       -1
## 4572          NA 0.066419113       -1
## 4573  0.92243767 0.026264626       -1
## 4574  0.95013850 0.034015274       -1
## 4575  0.91412742 0.044507111       -1
## 4576  0.98614958 0.108894416        1
## 4577  0.88088643 0.051092973       -1
## 4578  0.87950139 0.090503048       -1
## 4579          NA 0.038832061       -1
## 4580  0.96260388 0.047589855       -1
## 4581  0.96814404 0.026133259       -1
## 4582  0.91135734 0.043210958       -1
## 4583  0.90027701 0.026133259       -1
## 4584  0.74792244 0.147428712       -1
## 4585          NA 0.080431584       -1
## 4586  0.85872576 0.083934702       -1
## 4587  0.88227147 0.058537098       -1
## 4588  0.93351801 0.124220556        1
## 4589  0.96537396 0.185087228       -1
## 4590  0.96537396 0.102326070       -1
## 4591          NA 0.080431584       -1
## 4592  0.78531856 0.104077629       -1
## 4593  0.97783934 0.321270931        1
## 4594  0.96260388 0.161441183       -1
## 4595          NA 0.054158201       -1
## 4596  0.88227147 0.036261648       -1
## 4597          NA 0.080869474        1
## 4598  0.97091413 0.043210958       -1
## 4599  0.99307479 0.093568276        1
## 4600  0.96398892 0.045400406       -1
## 4601  0.96537396 0.133416240        1
## 4602  0.91689751 0.065105444       -1
## 4603  0.83102493 0.097947173       -1
## 4604  0.99030471 0.048903524       -1
## 4605  0.94875346 0.071673790       -1
## 4606  0.69806094 0.146115042        1
## 4607  0.83795014 0.062915995       -1
## 4608  0.76731302 0.045400406       -1
## 4609  0.97783934 0.019564913       -1
## 4610  0.99030471 0.027884817       -1
## 4611  0.84487535 0.049341414       -1
## 4612  0.85734072 0.054158201       -1
## 4613  0.96260388 0.064667554       -1
## 4614  0.98199446 0.059141386        1
## 4615  0.97506925 0.108018637       -1
## 4616  0.95706371 0.073863238       -1
## 4617  0.93213296 0.044086737       -1
## 4618  0.98337950 0.115462762        1
## 4619          NA 0.078680025       -1
## 4620  0.81717452 0.229314090       -1
## 4621  0.98753463 0.037080502       -1
## 4622  0.97645429 0.067294892       -1
## 4623          NA 0.124220556       -1
## 4624  0.96121884 0.119841659       -1
## 4625  0.96537396 0.188152456        1
## 4626  0.96260388 0.035985777       -1
## 4627  0.96537396 0.160311427       -1
## 4628  0.83102493 0.019127023       -1
## 4629  0.96260388 0.045400406       -1
## 4630  0.96537396 0.139546697       -1
## 4631  0.90304709 0.129475233       -1
## 4632  0.91135734 0.091816717       -1
## 4633  0.91135734 0.140860366       -1
## 4634  0.83102493 0.062915995       -1
## 4635          NA 0.051968752       -1
## 4636  0.96121884 0.089189379       -1
## 4637  0.97506925 0.038832061       -1
## 4638          NA 0.005990331       -1
## 4639  0.95706371 0.045400406       -1
## 4640  0.83102493 0.089189379       -1
## 4641  0.73407202 0.179394661        1
## 4642  0.97922438 0.049779304       -1
## 4643          NA 0.125534225       -1
## 4644          NA 0.016937574       -1
## 4645  0.97645429 0.111083865       -1
## 4646  0.99030471 0.130351012        1
## 4647  0.94182825 0.055033980       -1
## 4648  0.94044321 0.016937574       -1
## 4649  0.96952909 0.150493940       -1
## 4650  0.98060942 0.031120823       -1
## 4651  0.97229917 0.106704967        1
## 4652  0.99030471 0.089189379       -1
## 4653  0.83102493 0.131226792       -1
## 4654  0.96260388 0.051968752       -1
## 4655  0.99722992 0.065105444        1
## 4656  0.96675900 0.052621208       -1
## 4657          NA 0.157062285       -1
## 4658  0.86980609 0.194720802        1
## 4659  0.86288089 0.235882435        1
## 4660  0.92520776 0.093568276       -1
## 4661  0.88365651 0.058099208       -1
## 4662  0.93490305 0.097947173        1
## 4663  0.99168975 0.087306453        1
## 4664  0.86703601 0.049779304        1
## 4665  0.92520776 0.093568276       -1
## 4666  0.88365651 0.058099208       -1
## 4667  0.97783934 0.064229664        1
## 4668  0.97368421 0.089189379        1
## 4669  0.96398892 0.072987459       -1
## 4670  0.83102493 0.129037343       -1
## 4671  0.99584488 0.081307364       -1
## 4672  0.69252078 0.070360121       -1
## 4673  0.99445983 0.064229664       -1
## 4674  0.88227147 0.073863238       -1
## 4675  0.91412742 0.025257479       -1
## 4676  0.93351801 0.032263715       -1
## 4677  0.94182825 0.065105444       -1
## 4678  0.99584488 0.055033980       -1
## 4679  0.94182825 0.058537098       -1
## 4680  0.61772853 0.093975513       -1
## 4681  0.83102493 0.133665838       -1
## 4682  0.99307479 0.025721642       -1
## 4683  0.91828255 0.040583619       -1
## 4684  0.85872576 0.087437820       -1
## 4685  0.93905817 0.211798501        1
## 4686  0.82825485 0.138583339        1
## 4687  0.94598338 0.045400406       -1
## 4688  0.92936288 0.071673790       -1
## 4689  0.98060942 0.061164436        1
## 4690  0.83102493 0.106704967       -1
## 4691  0.93074792 0.147866601        1
## 4692  0.98891967 0.048172248       -1
## 4693  0.90304709 0.080431584       -1
## 4694  0.96121884 0.066419113       -1
## 4695  0.94321330 0.060726547       -1
## 4696  0.99722992 0.052406642       -1
## 4697  0.99722992 0.052406642       -1
## 4698  0.94875346 0.096195614        1
## 4699  0.93213296 0.023505920       -1
## 4700  0.95983380 0.049779304       -1
## 4701  0.93351801 0.124220556       -1
## 4702  0.98891967 0.098822952       -1
## 4703  0.95706371 0.083934702        1
## 4704  0.86288089 0.089189379       -1
## 4705  0.90581717 0.041021509       -1
## 4706  0.83102493 0.112397534       -1
## 4707  0.97229917 0.092692496       -1
## 4708  0.84903047 0.087437820       -1
## 4709  0.91135734 0.100136622        1
## 4710  0.95983380 0.097947173       -1
## 4711  0.87257618 0.159251734        1
## 4712  0.94736842 0.098822952       -1
## 4713  0.92382271 0.042773068       -1
## 4714  0.92936288 0.039269950       -1
## 4715  0.93905817 0.067294892        1
## 4716  0.99584488 0.065105444       -1
## 4717          NA 0.061164436       -1
## 4718  0.94182825 0.068170672       -1
## 4719  0.95429363 0.071673790       -1
## 4720  0.92105263 0.109770195       -1
## 4721  0.99445983 0.049341414       -1
## 4722  0.93628809 0.058974988       -1
## 4723  0.84487535 0.040145730       -1
## 4724  0.92105263 0.051968752       -1
## 4725  0.98476454 0.059850767       -1
## 4726  0.91689751 0.051968752       -1
## 4727  0.93767313 0.103201850       -1
## 4728  0.92243767 0.089189379       -1
## 4729  0.77839335 0.044962517       -1
## 4730  0.98614958 0.077804246        1
## 4731  0.99307479 0.042641701       -1
## 4732  0.92936288 0.066629300       -1
## 4733  0.92520776 0.065105444       -1
## 4734  0.99722992 0.056347649       -1
## 4735  0.93905817 0.084810481       -1
## 4736  0.95983380 0.054158201       -1
## 4737  0.96121884 0.042335178       -1
## 4738  0.95567867 0.054596091       -1
## 4739          NA 0.102326070       -1
## 4740  0.94736842 0.113711203       -1
## 4741          NA 0.078680025       -1
## 4742  0.96398892 0.080431584       -1
## 4743  0.92797784 0.039707840       -1
## 4744  0.94598338 0.088751489       -1
## 4745  0.91412742 0.137357248        1
## 4746  0.93905817 0.046714076       -1
## 4747  0.90858726 0.043210958       -1
## 4748  0.95567867 0.039707840       -1
## 4749  0.83102493 0.054158201       -1
## 4750  0.96121884 0.062915995       -1
## 4751  0.84349030 0.156449240       -1
## 4752  0.99722992 0.038832061       -1
## 4753  0.95983380 0.132978351        1
## 4754  0.98614958 0.043648847       -1
## 4755  0.95013850 0.097947173       -1
## 4756  0.94044321 0.043648847       -1
## 4757  0.94736842 0.041021509       -1
## 4758  0.96260388 0.106704967       -1
## 4759  0.90581717 0.047589855       -1
## 4760  0.98891967 0.084810481        1
## 4761  0.99168975 0.074739018        1
## 4762  0.91551247 0.045400406       -1
## 4763  0.96675900 0.085686261        1
## 4764  0.99584488 0.057223429       -1
## 4765  0.93905817 0.058537098       -1
## 4766  0.95983380 0.153559168        1
## 4767  0.83102493 0.178956772       -1
## 4768  0.93490305 0.041021509       -1
## 4769  0.94736842 0.071673790       -1
## 4770  0.99722992 0.039707840       -1
## 4771  0.90443213 0.073863238       -1
## 4772  0.95567867 0.049779304       -1
## 4773  0.90720222 0.029636376       -1
## 4774          NA 0.164375044       -1
## 4775          NA 0.060726547       -1
## 4776  0.98337950 0.049779304       -1
## 4777  0.93905817 0.049779304       -1
## 4778  0.93074792 0.093007777        1
## 4779          NA 0.124220556        1
## 4780  0.96121884 0.035328943       -1
## 4781  0.87950139 0.092692496       -1
## 4782  0.94044321 0.041897289       -1
## 4783  0.99722992 0.058537098       -1
## 4784  0.95567867 0.124220556        1
## 4785  0.94044321 0.086562040       -1
## 4786  0.96260388 0.038394171       -1
## 4787  0.96260388 0.038394171       -1
## 4788  0.93628809 0.083457402       -1
## 4789  0.92243767 0.051530862       -1
## 4790  0.95567867 0.039269950       -1
## 4791  0.80332410 0.143049814       -1
## 4792  0.96952909 0.067294892       -1
## 4793  0.93351801 0.045400406       -1
## 4794  0.87119114 0.093130386       -1
## 4795  0.87119114 0.093130386       -1
## 4796  0.93213296 0.029198487       -1
## 4797          NA 0.093568276       -1
## 4798  0.84764543 0.157062285        1
## 4799  0.84764543 0.160127513        1
## 4800  0.95290859 0.039309360       -1
## 4801          NA 0.194720802       -1
## 4802  0.88088643 0.103070483       -1
## 4803  0.90858726 0.176767323        1
## 4804  0.93628809 0.121155328       -1
## 4805  0.82686981 0.076052687       -1
## 4806  0.96398892 0.041424368       -1
## 4807  0.84487535 0.059850767       -1
## 4808  0.94044321 0.061449065       -1
## 4809          NA 0.051530862       -1
## 4810  0.93351801 0.115462762       -1
## 4811  0.92797784 0.062915995       -1
## 4812          NA 0.113711203       -1
## 4813          NA 0.071673790       -1
## 4814  0.92520776 0.098822952       -1
## 4815  0.78947368 0.047589855       -1
## 4816  0.92105263 0.190779794        1
## 4817  0.93351801 0.052844532       -1
## 4818  0.89612188 0.189904015        1
## 4819  0.97922438 0.125958978       -1
## 4820  0.93213296 0.059412877       -1
## 4821  0.73407202 0.116776431       -1
## 4822  0.91412742 0.207419603       -1
## 4823  0.88642659 0.124220556       -1
## 4824  0.94321330 0.187714566       -1
## 4825  0.92659280 0.094881945        1
## 4826  0.76177285 0.091378827       -1
## 4827  0.69252078 0.049779304       -1
## 4828  0.76177285 0.102326070       -1
## 4829  0.99445983 0.270037834        1
## 4830  0.83102493 0.065105444       -1
## 4831  0.96260388 0.059137007       -1
## 4832  0.92797784 0.079993694       -1
## 4833  0.90166205 0.093568276       -1
## 4834  0.96952909 0.124220556        1
## 4835  0.66620499 0.115462762       -1
## 4836  0.93628809 0.108018637       -1
## 4837  0.99307479 0.036541897       -1
## 4838  0.88642659 0.044086737       -1
## 4839          NA 0.086999930       -1
## 4840  0.94321330 0.092254607       -1
## 4841  0.93767313 0.074739018       -1
## 4842  0.68559557 0.073863238       -1
## 4843  0.93351801 0.058537098       -1
## 4844  0.83795014 0.152683388       -1
## 4845  0.94182825 0.038394171       -1
## 4846  0.93213296 0.084810481       -1
## 4847  0.84210526 0.069484341       -1
## 4848  0.92243767 0.089189379       -1
## 4849  0.96121884 0.068170672       -1
## 4850  0.93074792 0.065105444       -1
## 4851  0.99307479 0.078242136       -1
## 4852  0.95706371 0.055909760       -1
## 4853  0.96537396 0.048715232       -1
## 4854  0.84487535 0.058974988       -1
## 4855  0.94875346 0.112397534       -1
## 4856  0.82132964 0.077891824       -1
## 4857  0.88365651 0.021316472       -1
## 4858  0.96952909 0.060726547       -1
## 4859  0.93074792 0.062915995       -1
## 4860  0.91135734 0.035105619       -1
## 4861  0.94598338 0.036642612       -1
## 4862  0.90027701 0.069484341       -1
## 4863  0.90997230 0.029636376       -1
## 4864  0.97506925 0.069046451       -1
## 4865  0.92520776 0.113711203       -1
## 4866  0.94182825 0.067294892       -1
## 4867  0.93490305 0.032263715       -1
## 4868  0.70221607 0.054158201       -1
## 4869  0.96537396 0.065105444       -1
## 4870  0.69252078 0.058537098       -1
## 4871  0.94182825 0.119403769       -1
## 4872  0.94736842 0.035766832       -1
## 4873  0.93074792 0.036642612       -1
## 4874          NA 0.155310727        1
## 4875  0.97091413 0.073863238       -1
## 4876  0.92659280 0.032263715       -1
## 4877  0.94044321 0.069484341       -1
## 4878  0.92936288 0.041021509       -1
## 4879  0.83102493 0.147866601       -1
## 4880  0.86288089 0.140860366       -1
## 4881  0.93490305 0.067294892       -1
## 4882  0.96121884 0.061602326       -1
## 4883  0.96952909 0.095757724       -1
## 4884  0.90443213 0.062915995       -1
## 4885  0.92243767 0.058537098       -1
## 4886          NA 0.176767323       -1
## 4887  0.95844875 0.042773068       -1
## 4888  0.97922438 0.102326070        1
## 4889          NA 0.099260842        1
## 4890  0.87257618 0.204354375       -1
## 4891  0.91135734 0.040145730       -1
## 4892  0.93074792 0.085051321       -1
## 4893  0.99861496 0.045400406       -1
## 4894  0.99861496 0.051968752       -1
## 4895  0.93905817 0.149180270        1
## 4896  0.96814404 0.010369229       -1
## 4897  0.96675900 0.036655749       -1
## 4898  0.83102493 0.090065158       -1
## 4899  0.98476454 0.037518391       -1
## 4900  0.96952909 0.075176907       -1
## 4901  0.83102493 0.124220556       -1
## 4902  0.92243767 0.106704967       -1
## 4903  0.83795014 0.089627268       -1
## 4904  0.85872576 0.202602817       -1
## 4905  0.94321330 0.069484341       -1
## 4906  0.93628809 0.200851258        1
## 4907  0.96537396 0.025695369       -1
## 4908  0.82271468 0.034453163       -1
## 4909  0.96814404 0.039269950       -1
## 4910  0.99722992 0.049341414       -1
## 4911  0.90720222 0.102190324       -1
## 4912  0.83518006 0.058537098       -1
## 4913  0.55401662 0.032263715       -1
## 4914  0.69252078 0.120717439       -1
## 4915  0.96121884 0.061602326       -1
## 4916  0.56509695 0.058537098       -1
## 4917  0.83102493 0.102326070       -1
## 4918  0.78947368 0.146115042       -1
## 4919          NA 0.027884817       -1
## 4920  0.83102493 0.110501471       -1
## 4921  0.96121884 0.055471870       -1
## 4922  0.90720222 0.030074266       -1
## 4923  0.94182825 0.054158201       -1
## 4924  0.82271468 0.097947173       -1
## 4925  0.97645429 0.052844532       -1
## 4926  0.96814404 0.054596091       -1
## 4927  0.97506925 0.045400406       -1
## 4928  0.83102493 0.086562040       -1
## 4929  0.94598338 0.082183143       -1
## 4930  0.94044321 0.099260842       -1
## 4931  0.99307479 0.051092973       -1
## 4932  0.90581717 0.076052687       -1
## 4933  0.98060942 0.045400406       -1
## 4934  0.83102493 0.089189379       -1
## 4935  0.99030471 0.047677433       -1
## 4936          NA 0.104077629       -1
## 4937  0.92243767 0.058537098       -1
## 4938  0.90581717 0.054158201       -1
## 4939  0.99307479 0.102326070       -1
## 4940  0.90027701 0.068608562       -1
## 4941  0.93490305 0.044086737       -1
## 4942  0.99168975 0.069484341       -1
## 4943  0.98753463 0.064667554       -1
## 4944  0.87119114 0.106267078        1
## 4945  0.95567867 0.061164436       -1
## 4946  0.83102493 0.037956281       -1
## 4947  0.96675900 0.124220556        1
## 4948  0.94321330 0.060726547       -1
## 4949  0.98060942 0.277481959        1
## 4950  0.79778393 0.093568276       -1
## 4951  0.93767313 0.108894416       -1
## 4952  0.93074792 0.048903524       -1
## 4953  0.86842105 0.062915995       -1
## 4954  0.95567867 0.099698732       -1
## 4955  0.96260388 0.093568276        1
## 4956  0.94875346 0.038832061       -1
## 4957  0.93628809 0.050436138       -1
## 4958  0.87811634 0.146552932        1
## 4959  0.93767313 0.042335178       -1
## 4960  0.99307479 0.057442374       -1
## 4961  0.98337950 0.071673790       -1
## 4962  0.93213296 0.049779304       -1
## 4963  0.92243767 0.037518391       -1
## 4964  0.93905817 0.047589855       -1
## 4965  0.83102493 0.067294892       -1
## 4966  0.84764543 0.060726547       -1
## 4967  0.96537396 0.062915995       -1
## 4968  0.92382271 0.058537098       -1
## 4969  0.91689751 0.068608562       -1
## 4970  0.97645429 0.058537098       -1
## 4971  0.94598338 0.039269950       -1
## 4972  0.92105263 0.036642612       -1
## 4973  0.94321330 0.057223429       -1
## 4974  0.91412742 0.109332306       -1
## 4975  0.88088643 0.054158201       -1
## 4976          NA 0.058099208       -1
## 4977  0.92936288 0.040145730       -1
## 4978  0.83102493 0.095757724       -1
## 4979  0.99030471 0.047589855       -1
## 4980  0.92105263 0.142611925        1
## 4981          NA 0.115462762       -1
## 4982  0.90027701 0.053203601       -1
## 4983  0.91551247 0.056785539       -1
## 4984  0.91551247 0.056785539       -1
## 4985  0.89058172 0.144801373       -1
## 4986  0.96537396 0.126847895       -1
## 4987  0.92105263 0.036642612       -1
## 4988  0.95983380 0.083255973       -1
## 4989  0.96675900 0.072549569       -1
## 4990  0.91412742 0.115462762       -1
## 4991  0.93074792 0.038832061       -1
## 4992  0.99722992 0.036642612       -1
## 4993  0.92382271 0.132978351       -1
## 4994  0.99722992 0.077804246       -1
## 4995  0.96675900 0.089176242       -1
## 4996  0.95013850 0.041897289       -1
## 4997  0.83102493 0.091378827       -1
## 4998  0.93074792 0.031387935       -1
## 4999  0.96121884 0.098822952       -1
## 5000  0.93351801 0.062915995       -1
## 5001  0.93074792 0.045400406       -1
## 5002  0.92520776 0.038989701       -1
## 5003  0.91551247 0.119841659        1
## 5004  0.96675900 0.067294892       -1
## 5005  0.95983380 0.111959644        1
## 5006  0.90027701 0.067294892       -1
## 5007  0.95013850 0.048027745       -1
## 5008  0.91274238 0.028760597       -1
## 5009  0.99722992 0.063936278       -1
## 5010  0.91828255 0.027884817       -1
## 5011  0.90581717 0.027884817       -1
## 5012  0.91689751 0.021316472       -1
## 5013  0.91689751 0.045400406       -1
## 5014  0.98060942 0.062915995       -1
## 5015  0.84072022 0.091378827       -1
## 5016  0.98891967 0.057223429       -1
## 5017  0.92382271 0.093568276       -1
## 5018  0.98060942 0.047151965       -1
## 5019  0.88088643 0.114586982        1
## 5020  0.97922438 0.065981223       -1
## 5021          NA 0.085686261       -1
## 5022  0.94044321 0.124220556       -1
## 5023  0.96260388 0.044086737       -1
## 5024  0.99861496 0.058537098       -1
## 5025  0.90027701 0.076052687       -1
## 5026  0.86426593 0.124220556       -1
## 5027  0.83102493 0.065543334       -1
## 5028  0.73822715 0.196472360       -1
## 5029  0.95706371 0.085686261       -1
## 5030  0.96952909 0.045400406       -1
## 5031  0.94182825 0.124220556       -1
## 5032  0.83379501 0.085248371       -1
## 5033  0.96952909 0.050655083       -1
## 5034          NA 0.107580747       -1
## 5035  0.84072022 0.111083865       -1
## 5036  0.91689751 0.036642612       -1
## 5037  0.94598338 0.061164436       -1
## 5038  0.99584488 0.038832061       -1
## 5039  0.91966759 0.076915330       -1
## 5040  0.97783934 0.054158201       -1
## 5041  0.90443213 0.021316472       -1
## 5042  0.90858726 0.047151965       -1
## 5043  0.87257618 0.088274189       -1
## 5044  0.98337950 0.106704967       -1
## 5045  0.76177285 0.119841659       -1
## 5046  0.82825485 0.141298255        1
## 5047  0.92659280 0.097947173        1
## 5048  0.82825485 0.051968752       -1
## 5049  0.95013850 0.049779304       -1
## 5050  0.92659280 0.096195614       -1
## 5051  0.90720222 0.056347649       -1
## 5052  0.85041551 0.039707840       -1
## 5053  0.94736842 0.109419884        1
## 5054  0.92105263 0.055033980       -1
## 5055  0.82271468 0.075614797        1
## 5056  0.97506925 0.091378827       -1
## 5057  0.93351801 0.068170672       -1
## 5058  0.94044321 0.051092973       -1
## 5059  0.76177285 0.054158201       -1
## 5060  0.82825485 0.051968752       -1
## 5061  0.73407202 0.185525117        1
## 5062  0.94736842 0.062915995       -1
## 5063  0.92797784 0.051968752       -1
## 5064  0.92382271 0.076052687       -1
## 5065  0.95013850 0.106704967        1
## 5066  0.56648199 0.084810481        1
## 5067  0.93351801 0.035328943       -1
## 5068  0.99168975 0.069484341       -1
## 5069  0.99584488 0.034891053       -1
## 5070  0.97783934 0.049779304       -1
## 5071  0.91551247 0.057661319       -1
## 5072  0.98753463 0.042773068       -1
## 5073  0.90581717 0.062915995       -1
## 5074  0.83240997 0.086999930       -1
## 5075  0.91551247 0.080431584       -1
## 5076  0.91828255 0.033358439       -1
## 5077  0.93074792 0.098604008       -1
## 5078  0.93767313 0.101888180       -1
## 5079  0.96121884 0.097509283       -1
## 5080  0.98199446 0.062915995       -1
## 5081  0.80332410 0.071673790       -1
## 5082  0.95983380 0.058537098       -1
## 5083  0.87257618 0.097947173       -1
## 5084  0.96675900 0.055261683       -1
## 5085  0.83102493 0.071673790       -1
## 5086  0.99722992 0.056347649       -1
## 5087  0.97506925 0.089189379       -1
## 5088  0.94182825 0.048027745       -1
## 5089  0.93490305 0.040307749       -1
## 5090  0.96537396 0.041459399       -1
## 5091  0.94044321 0.089189379       -1
## 5092  0.96952909 0.073863238       -1
## 5093  0.95429363 0.065543334       -1
## 5094  0.95013850 0.045312828       -1
## 5095  0.88227147 0.071673790        1
## 5096  0.92936288 0.032263715        1
## 5097  0.92105263 0.089189379       -1
## 5098  0.96398892 0.045400406       -1
## 5099  0.94044321 0.053282421       -1
## 5100  0.94044321 0.062915995       -1
## 5101  0.88365651 0.032701604       -1
## 5102  0.96398892 0.086999930       -1
## 5103  0.94459834 0.098822952       -1
## 5104  0.96260388 0.041021509       -1
## 5105  0.90720222 0.058537098       -1
## 5106  0.93767313 0.054158201       -1
## 5107  0.90858726 0.068538499       -1
## 5108  0.99861496 0.050655083       -1
## 5109  0.98060942 0.058537098       -1
## 5110  0.96952909 0.086562040        1
## 5111  0.83102493 0.102326070       -1
## 5112  0.86980609 0.047589855       -1
## 5113  0.82548476 0.058537098       -1
## 5114  0.93074792 0.067294892       -1
## 5115  0.86288089 0.057661319       -1
## 5116  0.88227147 0.067294892       -1
## 5117  0.91412742 0.053282421       -1
## 5118  0.66481994 0.071673790       -1
## 5119  0.94736842 0.058537098       -1
## 5120  0.96952909 0.063791775       -1
## 5121  0.97506925 0.039948679       -1
## 5122  0.99445983 0.083895292        1
## 5123  0.99861496 0.057223429       -1
## 5124  0.99861496 0.050655083       -1
## 5125  0.90720222 0.039707840       -1
## 5126  0.88365651 0.027884817       -1
## 5127  0.99584488 0.058537098       -1
## 5128  0.85180055 0.120769985       -1
## 5129          NA 0.111521754       -1
## 5130  0.95844875 0.032263715       -1
## 5131  0.95567867 0.149180270       -1
## 5132  0.79362881 0.146115042       -1
## 5133  0.92382271 0.106267078       -1
## 5134  0.95844875 0.067294892       -1
## 5135  0.93905817 0.139612380       -1
## 5136  0.99722992 0.045400406       -1
## 5137  0.99722992 0.045400406       -1
## 5138  0.83102493 0.043648847       -1
## 5139  0.81717452 0.066419113       -1
## 5140  0.91412742 0.055909760       -1
## 5141  0.97783934 0.058537098       -1
## 5142  0.99030471 0.045400406       -1
## 5143          NA 0.102326070       -1
## 5144  0.91966759 0.056347649       -1
## 5145  0.98753463 0.081745253       -1
## 5146  0.80332410 0.141736145       -1
## 5147  0.92243767 0.045400406       -1
## 5148  0.99722992 0.039348770       -1
## 5149  0.96398892 0.352798991        1
## 5150  0.83102493 0.139721852       -1
## 5151  0.84487535 0.088085896       -1
## 5152  0.99307479 0.010369229       -1
## 5153  0.87257618 0.093568276       -1
## 5154  0.92797784 0.091378827       -1
## 5155  0.91135734 0.071673790       -1
## 5156  0.99584488 0.095262909       -1
## 5157  0.91135734 0.080431584       -1
## 5158  0.99722992 0.044086737       -1
## 5159  0.99722992 0.046714076       -1
## 5160  0.91966759 0.090940937       -1
## 5161  0.95567867 0.029636376       -1
## 5162          NA 0.187714566        1
## 5163  0.85041551 0.080431584       -1
## 5164  0.96260388 0.067294892       -1
## 5165  0.91412742 0.201289147       -1
## 5166  0.84072022 0.071673790       -1
## 5167  0.76177285 0.071673790       -1
## 5168  0.92659280 0.054158201       -1
## 5169  0.98476454 0.036642612       -1
## 5170  0.96675900 0.019127023       -1
## 5171  0.99861496 0.056347649       -1
## 5172  0.99861496 0.034453163       -1
## 5173  0.99861496 0.046714076       -1
## 5174  0.87119114 0.097947173       -1
## 5175  0.99584488 0.046714076       -1
## 5176  0.99584488 0.045400406       -1
## 5177  0.93074792 0.067294892       -1
## 5178  0.87257618 0.084810481       -1
## 5179  0.99584488 0.045400406       -1
## 5180  0.99861496 0.032263715       -1
## 5181  0.99445983 0.034453163       -1
## 5182  0.87257618 0.067294892       -1
## 5183  0.99584488 0.034453163       -1
## 5184  0.76869806 0.158375955       -1
## 5185  0.87257618 0.067294892       -1
## 5186  0.87257618 0.067294892       -1
## 5187  0.76869806 0.158375955       -1
## 5188  0.94459834 0.233692987        1
## 5189  0.96398892 0.043210958       -1
## 5190  0.83933518 0.163630631       -1
## 5191  0.92659280 0.091378827       -1
## 5192  0.95290859 0.039269950       -1
## 5193  0.96121884 0.050217193       -1
## 5194  0.83102493 0.032263715       -1
## 5195  0.99584488 0.102326070       -1
## 5196  0.96952909 0.038599979       -1
## 5197  0.92105263 0.045400406       -1
## 5198  0.93628809 0.054158201       -1
## 5199  0.90997230 0.080873853       -1
## 5200  0.94459834 0.089189379       -1
## 5201  0.93905817 0.068608562       -1
## 5202  0.93351801 0.097947173        1
## 5203  0.98476454 0.045838296       -1
## 5204  0.96814404 0.045400406       -1
## 5205  0.96952909 0.039234919       -1
## 5206  0.89889197 0.088944160       -1
## 5207  0.91412742 0.058537098       -1
## 5208  0.96952909 0.093568276       -1
## 5209  0.94044321 0.092254607       -1
## 5210  0.87534626 0.073863238       -1
## 5211  0.82271468 0.058537098        1
## 5212  0.82271468 0.058537098        1
## 5213  0.92797784 0.057223429       -1
## 5214  0.98337950 0.085686261       -1
## 5215  0.97091413 0.113273313        1
## 5216  0.98476454 0.034453163       -1
## 5217  0.99861496 0.040145730       -1
## 5218  0.83933518 0.023505920       -1
## 5219  0.87257618 0.081745253       -1
## 5220  0.98614958 0.057223429       -1
## 5221  0.95290859 0.069484341       -1
## 5222  0.93905817 0.108456526       -1
## 5223  0.88504155 0.062915995       -1
## 5224  0.98476454 0.028760597       -1
## 5225  0.97783934 0.062915995       -1
## 5226  0.95567867 0.099260842       -1
## 5227  0.95983380 0.076906572       -1
## 5228  0.95567867 0.045400406       -1
## 5229  0.96537396 0.071673790       -1
## 5230  0.97368421 0.037956281       -1
## 5231  0.90720222 0.037518391       -1
## 5232  0.86842105 0.059850767       -1
## 5233  0.99445983 0.060726547       -1
## 5234  0.92382271 0.073863238       -1
## 5235  0.96675900 0.041525082       -1
## 5236  0.91412742 0.110208085       -1
## 5237  0.96121884 0.078242136       -1
## 5238          NA 0.041897289       -1
## 5239  0.87673130 0.080431584       -1
## 5240  0.91828255 0.074957963       -1
## 5241  0.83102493 0.124220556       -1
## 5242  0.94736842 0.067294892       -1
## 5243          NA 0.054806278       -1
## 5244  0.77562327 0.027884817       -1
## 5245  0.91828255 0.135605689       -1
## 5246  0.93490305 0.063844321       -1
## 5247  0.83102493 0.049779304       -1
## 5248  0.91412742 0.057223429       -1
## 5249  0.92797784 0.101888180       -1
## 5250  0.76177285 0.080431584       -1
## 5251  0.91274238 0.062915995       -1
## 5252  0.92382271 0.066638058       -1
## 5253  0.96952909 0.089627268       -1
## 5254  0.93490305 0.115462762       -1
## 5255  0.69944598 0.097553072       -1
## 5256  0.87811634 0.146115042        1
## 5257  0.94598338 0.044086737       -1
## 5258  0.90304709 0.023505920       -1
## 5259  0.97783934 0.058537098       -1
## 5260  0.99722992 0.045400406       -1
## 5261  0.86288089 0.079555805       -1
## 5262  0.83102493 0.049779304       -1
## 5263  0.90997230 0.097947173       -1
## 5264  0.99722992 0.052844532       -1
## 5265  0.95706371 0.182459889       -1
## 5266  0.92797784 0.055471870       -1
## 5267  0.78947368 0.093568276       -1
## 5268  0.94736842 0.119841659        1
## 5269  0.86288089 0.079555805       -1
## 5270  0.93905817 0.055033980       -1
## 5271  0.99722992 0.058099208       -1
## 5272  0.93351801 0.097947173       -1
## 5273          NA 0.061602326       -1
## 5274          NA 0.036642612       -1
## 5275  0.98060942 0.096633504        1
## 5276  0.84487535 0.062040216       -1
## 5277  0.94598338 0.069484341       -1
## 5278  0.92105263 0.145239263        1
## 5279  0.82825485 0.173684579        1
## 5280  0.94736842 0.067294892       -1
## 5281  0.94875346 0.055909760       -1
## 5282  0.91966759 0.017375464       -1
## 5283  0.97645429 0.072111679        1
## 5284          NA 0.115462762       -1
## 5285  0.96952909 0.058537098       -1
## 5286  0.82963989 0.065543334       -1
## 5287  0.87257618 0.124220556       -1
## 5288  0.93213296 0.036204722       -1
## 5289  0.91274238 0.067294892       -1
## 5290  0.98753463 0.076052687       -1
## 5291  0.90304709 0.054158201       -1
## 5292  0.92520776 0.062915995       -1
## 5293  0.91412742 0.054158201       -1
## 5294  0.83102493 0.115462762       -1
## 5295  0.88365651 0.061164436       -1
## 5296  0.97091413 0.061265151       -1
## 5297          NA 0.000000000       -1
## 5298  0.87119114 0.064317242       -1
## 5299  0.78393352 0.058537098       -1
## 5300  0.96952909 0.069484341       -1
## 5301  0.91966759 0.093568276       -1
## 5302  0.93213296 0.089189379       -1
## 5303  0.92797784 0.104515519       -1
## 5304  0.84072022 0.118527990       -1
## 5305  0.91135734 0.044086737       -1
## 5306  0.90720222 0.038832061       -1
## 5307  0.84210526 0.141736145        1
## 5308  0.78947368 0.061164436       -1
## 5309  0.97368421 0.055909760       -1
## 5310  0.80332410 0.097947173       -1
## 5311  0.85734072 0.053720311       -1
## 5312  0.92936288 0.197786030        1
## 5313  0.91551247 0.104953409       -1
## 5314  0.95567867 0.132978351       -1
## 5315  0.90027701 0.089189379       -1
## 5316  0.93351801 0.104953409        1
## 5317  0.91412742 0.207419603        1
## 5318  0.93905817 0.118965880       -1
## 5319  0.96121884 0.084810481       -1
## 5320  0.93767313 0.042773068       -1
## 5321  0.97645429 0.144363484        1
## 5322  0.97091413 0.076928466       -1
## 5323  0.93074792 0.065105444       -1
## 5324  0.95290859 0.059412877        1
## 5325  0.90581717 0.082621033        1
## 5326          NA 0.044161178       -1
## 5327  0.94044321 0.174052407        1
## 5328  0.83102493 0.063266307       -1
## 5329  0.97783934 0.086562040        1
## 5330          NA 0.052844532       -1
## 5331  0.94598338 0.062915995       -1
## 5332  0.96121884 0.102326070       -1
## 5333  0.93213296 0.084810481       -1
## 5334  0.92243767 0.076052687       -1
## 5335          NA 0.104077629       -1
## 5336  0.91966759 0.043210958       -1
## 5337  0.95429363 0.050449275       -1
## 5338  0.97091413 0.037956281       -1
## 5339  0.93490305 0.067294892       -1
## 5340  0.85595568 0.154824669       -1
## 5341  0.85872576 0.032701604       -1
## 5342  0.91828255 0.063353885       -1
## 5343  0.91412742 0.032263715       -1
## 5344  0.90027701 0.047589855       -1
## 5345  0.92105263 0.065105444       -1
## 5346  0.91274238 0.019127023       -1
## 5347  0.90858726 0.039318118       -1
## 5348  0.94182825 0.071783262       -1
## 5349  0.91689751 0.092473551       -1
## 5350  0.99861496 0.039269950       -1
## 5351  0.90443213 0.036642612       -1
## 5352  0.95983380 0.065543334       -1
## 5353          NA 0.032263715       -1
## 5354  0.95429363 0.031825825       -1
## 5355  0.90720222 0.152245498       -1
## 5356  0.96814404 0.041897289       -1
## 5357  0.76038781 0.268724165        1
## 5358  0.96675900 0.100136622        1
## 5359          NA 0.105391298       -1
## 5360  0.91412742 0.071673790       -1
## 5361  0.98891967 0.071673790       -1
## 5362  0.97229917 0.049341414       -1
## 5363  0.94875346 0.054158201       -1
## 5364  0.87534626 0.049779304       -1
## 5365  0.93351801 0.047589855       -1
## 5366          NA 0.041897289       -1
## 5367  0.99722992 0.042624186       -1
## 5368  0.96814404 0.067732782       -1
## 5369  0.91828255 0.054158201       -1
## 5370  0.97506925 0.084810481       -1
## 5371  0.90581717 0.100136622       -1
## 5372  0.93490305 0.114022105       -1
## 5373  0.86288089 0.233692987       -1
## 5374  0.93351801 0.067294892       -1
## 5375  0.99722992 0.058537098       -1
## 5376  0.91412742 0.045400406       -1
## 5377  0.91274238 0.076490577       -1
## 5378  0.92520776 0.071673790       -1
## 5379  0.91274238 0.043648847       -1
## 5380  0.95013850 0.039707840       -1
## 5381  0.90166205 0.074739018       -1
## 5382  0.94875346 0.038832061       -1
## 5383  0.85872576 0.076052687       -1
## 5384  0.93905817 0.047589855       -1
## 5385  0.61357341 0.076052687       -1
## 5386  0.99307479 0.091378827        1
## 5387  0.60941828 0.062915995       -1
## 5388  0.96675900 0.071673790        1
## 5389  0.84626039 0.141736145       -1
## 5390          NA 0.036642612       -1
## 5391  0.92243767 0.058537098       -1
## 5392          NA 0.075614797       -1
## 5393  0.99722992 0.036870315       -1
## 5394  0.92243767 0.067294892       -1
## 5395  0.98753463 0.069922231       -1
## 5396  0.97368421 0.072987459       -1
## 5397  0.92105263 0.064054509       -1
## 5398  0.98891967 0.069922231        1
## 5399  0.96952909 0.063353885        1
## 5400  0.99861496 0.041021509       -1
## 5401  0.99861496 0.041021509       -1
## 5402  0.96260388 0.072987459       -1
## 5403  0.95567867 0.030074266       -1
## 5404  0.84487535 0.069484341       -1
## 5405  0.92520776 0.062915995       -1
## 5406          NA 0.077366356       -1
## 5407  0.97783934 0.049779304       -1
## 5408  0.96260388 0.071673790       -1
## 5409  0.97922438 0.062915995       -1
## 5410  0.93767313 0.089189379       -1
## 5411  0.90027701 0.080431584       -1
## 5412  0.96952909 0.066857003       -1
## 5413  0.92520776 0.023505920       -1
## 5414  0.91274238 0.057223429       -1
## 5415  0.97506925 0.047151965       -1
## 5416  0.92382271 0.040145730       -1
## 5417  0.92797784 0.097947173       -1
## 5418  0.93767313 0.168009528       -1
## 5419  0.95290859 0.059850767       -1
## 5420  0.95983380 0.051092973       -1
## 5421  0.86980609 0.045400406       -1
## 5422  0.90581717 0.102326070        1
## 5423  0.91689751 0.092473551       -1
## 5424  0.97783934 0.049779304       -1
## 5425  0.93074792 0.054158201       -1
## 5426  0.93490305 0.058974988       -1
## 5427  0.88919668 0.041021509       -1
## 5428  0.99030471 0.041897289       -1
## 5429  0.96814404 0.059412877       -1
## 5430  0.97368421 0.061164436       -1
## 5431  0.99030471 0.050217193       -1
## 5432          NA 0.102326070       -1
## 5433  0.93628809 0.028235129       -1
## 5434  0.96398892 0.047589855       -1
## 5435  0.91412742 0.080554193       -1
## 5436  0.92797784 0.048491908       -1
## 5437  0.83102493 0.074301128       -1
## 5438  0.69252078 0.084810481       -1
## 5439  0.98753463 0.041897289       -1
## 5440  0.93351801 0.057223429       -1
## 5441  0.92105263 0.084810481       -1
## 5442  0.95844875 0.089189379       -1
## 5443  0.89750693 0.049779304       -1
## 5444  0.90027701 0.032263715       -1
## 5445  0.83102493 0.095757724       -1
## 5446  0.95844875 0.062915995       -1
## 5447  0.90720222 0.038832061       -1
## 5448  0.90997230 0.116776431       -1
## 5449  0.90720222 0.034453163       -1
## 5450  0.96398892 0.046714076       -1
## 5451  0.94321330 0.063953794       -1
## 5452  0.94321330 0.117652210       -1
## 5453  0.92520776 0.044524627       -1
## 5454  0.96537396 0.055033980       -1
## 5455  0.96121884 0.038394171       -1
## 5456  0.96675900 0.081307364       -1
## 5457  0.83102493 0.089189379       -1
## 5458  0.99307479 0.065105444       -1
## 5459  0.90720222 0.076052687       -1
## 5460  0.69252078 0.106704967       -1
## 5461  0.86842105 0.058537098       -1
## 5462  0.83933518 0.105386919        1
## 5463  0.97645429 0.041021509       -1
## 5464  0.93628809 0.093568276        1
## 5465  0.87534626 0.137357248       -1
## 5466  0.95983380 0.051968752       -1
## 5467  0.93490305 0.047589855       -1
## 5468  0.83795014 0.089189379       -1
## 5469  0.93213296 0.036642612       -1
## 5470  0.99584488 0.047151965       -1
## 5471  0.95844875 0.062478106       -1
## 5472  0.91412742 0.041021509       -1
## 5473  0.93074792 0.059412877       -1
## 5474  0.89612188 0.066467281       -1
## 5475  0.85872576 0.111083865       -1
## 5476  0.92797784 0.124220556       -1
## 5477  0.90858726 0.086999930       -1
## 5478  0.95429363 0.011621593       -1
## 5479  0.78947368 0.077515239       -1
## 5480  0.89889197 0.041897289       -1
## 5481  0.93213296 0.058537098       -1
## 5482  0.92797784 0.086045330       -1
## 5483  0.77562327 0.199038394        1
## 5484  0.88227147 0.086999930       -1
## 5485  0.92243767 0.055033980       -1
## 5486  0.92382271 0.181146220        1
## 5487  0.91412742 0.119841659        1
## 5488  0.97783934 0.049341414       -1
## 5489  0.90720222 0.058537098       -1
## 5490  0.96952909 0.049779304       -1
## 5491  0.62326870 0.060726547       -1
## 5492  0.91551247 0.045400406       -1
## 5493  0.96952909 0.039707840       -1
## 5494  0.75346260 0.183335669       -1
## 5495  0.95983380 0.089189379       -1
## 5496  0.85041551 0.102326070       -1
## 5497  0.83102493 0.164068521       -1
## 5498  0.91551247 0.126410005        1
## 5499  0.88088643 0.067294892       -1
## 5500  0.96675900 0.093450046       -1
## 5501  0.96260388 0.034291144       -1
## 5502  0.99445983 0.054158201       -1
## 5503  0.95152355 0.185963007       -1
## 5504  0.90997230 0.058537098       -1
## 5505  0.96952909 0.038832061       -1
## 5506  0.86980609 0.058537098       -1
## 5507  0.84487535 0.117652210       -1
## 5508  0.96398892 0.051968752       -1
## 5509  0.92797784 0.052651860       -1
## 5510  0.93213296 0.042773068       -1
## 5511  0.89750693 0.104077629       -1
## 5512  0.84072022 0.115462762        1
## 5513  0.93351801 0.087437820       -1
## 5514  0.90997230 0.043210958       -1
## 5515  0.91274238 0.138233027       -1
## 5516  0.93074792 0.037956281       -1
## 5517  0.96260388 0.057661319       -1
## 5518  0.90027701 0.048903524       -1
## 5519  0.84487535 0.173224795       -1
## 5520  0.91828255 0.139997723       -1
## 5521  0.94736842 0.039707840       -1
## 5522  0.88227147 0.062915995       -1
## 5523  0.81717452 0.071240279       -1
## 5524  0.91135734 0.076967876       -1
## 5525  0.86426593 0.081517551       -1
## 5526  0.96675900 0.102326070       -1
## 5527  0.95983380 0.105829188        1
## 5528  0.90443213 0.057919674       -1
## 5529  0.82825485 0.088313599       -1
## 5530  0.92105263 0.109332306       -1
## 5531  0.96537396 0.097947173       -1
## 5532  0.86703601 0.097955931       -1
## 5533  0.96814404 0.085248371       -1
## 5534  0.93767313 0.087980803       -1
## 5535  0.93767313 0.087980803       -1
## 5536  0.99168975 0.060726547       -1
## 5537  0.87119114 0.048465634       -1
## 5538  0.94044321 0.047594234       -1
## 5539  0.97091413 0.071148322       -1
## 5540  0.92936288 0.097522420       -1
## 5541  0.97091413 0.065280600       -1
## 5542  0.88365651 0.044086737       -1
## 5543  0.96537396 0.050655083       -1
## 5544  0.93905817 0.040145730       -1
## 5545  0.86842105 0.113715582       -1
## 5546  0.92659280 0.054158201       -1
## 5547  0.90443213 0.062915995       -1
## 5548  0.91689751 0.036642612       -1
## 5549  0.92243767 0.069484341       -1
## 5550  0.92659280 0.045400406       -1
## 5551  0.96814404 0.111959644       -1
## 5552  0.96814404 0.080435963       -1
## 5553  0.93074792 0.045400406       -1
## 5554  0.90027701 0.076052687       -1
## 5555  0.85872576 0.128599454       -1
## 5556  0.95983380 0.072549569       -1
## 5557  0.93628809 0.049779304       -1
## 5558          NA 0.049516570       -1
## 5559  0.97368421 0.041021509       -1
## 5560  0.97229917 0.083934702       -1
## 5561  0.92797784 0.055914139       -1
## 5562  0.95983380 0.045400406       -1
## 5563  0.98614958 0.080431584       -1
## 5564  0.76454294 0.137357248       -1
## 5565  0.91135734 0.027884817       -1
## 5566  0.95706371 0.110208085        1
## 5567  0.96952909 0.021947033       -1
## 5568  0.99722992 0.052406642       -1
## 5569  0.99722992 0.052406642       -1
## 5570  0.96814404 0.061602326       -1
## 5571  0.91412742 0.032263715       -1
## 5572  0.99861496 0.044086737       -1
## 5573  0.92382271 0.031825825       -1
## 5574  0.99722992 0.062040216       -1
## 5575  0.93351801 0.089627268       -1
## 5576  0.92520776 0.054158201       -1
## 5577  0.97229917 0.028760597       -1
## 5578  0.91689751 0.111083865       -1
## 5579  0.92382271 0.058099208       -1
## 5580  0.91551247 0.071673790        1
## 5581  0.96814404 0.048465634       -1
## 5582  0.90997230 0.048465634       -1
## 5583  0.83795014 0.062915995       -1
## 5584  0.93213296 0.062915995       -1
## 5585  0.91966759 0.244268024       -1
## 5586  0.98891967 0.023505920       -1
## 5587          NA 0.027884817       -1
## 5588  0.93905817 0.036642612       -1
## 5589  0.97783934 0.053518882       -1
## 5590  0.96260388 0.064229664       -1
## 5591  0.93905817 0.074301128       -1
## 5592  0.91412742 0.045400406       -1
## 5593  0.90858726 0.067294892       -1
## 5594  0.91828255 0.034453163       -1
## 5595  0.92936288 0.056859980       -1
## 5596  0.90581717 0.045400406       -1
## 5597  0.97506925 0.050655083       -1
## 5598  0.90858726 0.052669376       -1
## 5599  0.95429363 0.051968752       -1
## 5600  0.98753463 0.073350907       -1
## 5601  0.92105263 0.035328943       -1
## 5602  0.92105263 0.041021509       -1
## 5603  0.99445983 0.014310236       -1
## 5604  0.93905817 0.150493940       -1
## 5605  0.97091413 0.080431584       -1
## 5606  0.94044321 0.093568276       -1
## 5607  0.85872576 0.060726547       -1
## 5608  0.98614958 0.093620823       -1
## 5609  0.99722992 0.017813354       -1
## 5610  0.85872576 0.074003363       -1
## 5611  0.94459834 0.043210958       -1
## 5612  0.92382271 0.067294892       -1
## 5613  0.96398892 0.070798010       -1
## 5614  0.91274238 0.077366356       -1
## 5615  0.98753463 0.073863238        1
## 5616  0.99722992 0.082183143       -1
## 5617  0.88088643 0.027884817       -1
## 5618  0.99584488 0.064229664       -1
## 5619  0.96675900 0.053212359       -1
## 5620  0.93490305 0.073863238       -1
## 5621  0.98891967 0.085248371        1
## 5622  0.49861496 0.095731451        1
## 5623  0.96675900 0.065105444       -1
## 5624  0.95290859 0.048325510       -1
## 5625  0.93905817 0.037518391       -1
## 5626  0.94044321 0.070360121       -1
## 5627  0.95567867 0.125096336        1
## 5628  0.91966759 0.056347649       -1
## 5629  0.96398892 0.041897289       -1
## 5630  0.95983380 0.101450291       -1
## 5631  0.91966759 0.053282421       -1
## 5632  0.96814404 0.068608562       -1
## 5633  0.91551247 0.056347649       -1
## 5634  0.99722992 0.047151965       -1
## 5635  0.90027701 0.124220556       -1
## 5636  0.97922438 0.062915995       -1
## 5637  0.87950139 0.075176907       -1
## 5638  0.93767313 0.048465634       -1
## 5639  0.91966759 0.040986478       -1
## 5640  0.93074792 0.062915995       -1
## 5641  0.96121884 0.065981223       -1
## 5642  0.98891967 0.127876935        1
## 5643  0.91966759 0.039480137       -1
## 5644  0.93905817 0.055033980       -1
## 5645  0.92520776 0.051968752       -1
## 5646  0.96537396 0.080431584       -1
## 5647  0.96121884 0.117652210       -1
## 5648  0.99030471 0.071673790       -1
## 5649  0.96260388 0.060726547       -1
## 5650  0.93905817 0.106704967        1
## 5651  0.62603878 0.080431584       -1
## 5652  0.99722992 0.068608562       -1
## 5653  0.94182825 0.080431584       -1
## 5654  0.99307479 0.039269950       -1
## 5655  0.98753463 0.032263715       -1
## 5656  0.91828255 0.047589855       -1
## 5657  0.93905817 0.128603832       -1
## 5658  0.91551247 0.095757724       -1
## 5659  0.94182825 0.089189379       -1
## 5660  0.92936288 0.058537098       -1
## 5661          NA 0.064466125       -1
## 5662  0.85872576 0.093568276       -1
## 5663  0.95983380 0.110208085       -1
## 5664  0.97922438 0.052406642       -1
## 5665          NA 0.093568276       -1
## 5666  0.99168975 0.109770195        1
## 5667  0.94182825 0.044086737       -1
## 5668  0.90720222 0.032263715       -1
## 5669  0.95290859 0.061164436       -1
## 5670  0.91966759 0.045400406       -1
## 5671  0.88088643 0.043210958       -1
## 5672  0.93905817 0.096664156       -1
## 5673  0.95429363 0.104077629        1
## 5674  0.93767313 0.084810481       -1
## 5675  0.93490305 0.062915995       -1
## 5676  0.94044321 0.122031108       -1
## 5677  0.93628809 0.057661319       -1
## 5678  0.94598338 0.057661319       -1
## 5679  0.96814404 0.084810481        1
## 5680  0.96675900 0.024381700       -1
## 5681  0.91689751 0.072987459       -1
## 5682  0.81994460 0.097947173       -1
## 5683  0.83795014 0.097947173       -1
## 5684  0.94321330 0.080431584       -1
## 5685  0.96952909 0.076052687       -1
## 5686  0.91412742 0.305944791        1
## 5687  0.83102493 0.096195614       -1
## 5688  0.90304709 0.036642612       -1
## 5689  0.95013850 0.036642612       -1
## 5690  0.87950139 0.067294892       -1
## 5691  0.75761773 0.150493940        1
## 5692  0.95152355 0.036642612       -1
## 5693  0.97091413 0.057223429       -1
## 5694  0.96952909 0.095332971       -1
## 5695  0.89335180 0.041021509       -1
## 5696  0.94875346 0.073863238       -1
## 5697  0.95567867 0.117656589       -1
## 5698  0.94459834 0.087437820        1
## 5699  0.96814404 0.064667554       -1
## 5700  0.96260388 0.316454144        1
## 5701  0.96260388 0.076057066       -1
## 5702  0.96260388 0.076057066       -1
## 5703  0.83656510 0.124220556       -1
## 5704  0.97506925 0.074301128       -1
## 5705  0.52354571 0.154434947        1
## 5706  0.96537396 0.097955931       -1
## 5707  0.96814404 0.097947173       -1
## 5708  0.80470914 0.089627268       -1
## 5709  0.91551247 0.067732782       -1
## 5710  0.97783934 0.046714076       -1
## 5711  0.99722992 0.037553423       -1
## 5712  0.75900277 0.076052687       -1
## 5713  0.87673130 0.092692496       -1
## 5714  0.93905817 0.095319835        1
## 5715  0.96952909 0.049779304       -1
## 5716  0.85457064 0.067294892       -1
## 5717  0.83102493 0.093568276       -1
## 5718  0.76177285 0.084810481       -1
## 5719  0.92520776 0.032263715       -1
## 5720  0.87811634 0.065105444       -1
## 5721          NA 0.343165417       -1
## 5722  0.94459834 0.034453163       -1
## 5723  0.93351801 0.051968752       -1
## 5724  0.96260388 0.056347649       -1
## 5725  0.90443213 0.068608562       -1
## 5726  0.97783934 0.078680025       -1
## 5727  0.93490305 0.071673790       -1
## 5728  0.96675900 0.135605689       -1
## 5729  0.83102493 0.073863238       -1
## 5730  0.96398892 0.066857003       -1
## 5731  0.90581717 0.012558677       -1
## 5732  0.99722992 0.045360996       -1
## 5733  0.91412742 0.052844532       -1
## 5734  0.92243767 0.044086737       -1
## 5735  0.88365651 0.092692496       -1
## 5736  0.91966759 0.048465634       -1
## 5737  0.91966759 0.045400406       -1
## 5738  0.99584488 0.042466545       -1
## 5739  0.91689751 0.048483150       -1
## 5740  0.91412742 0.056207525       -1
## 5741  0.94459834 0.034453163       -1
## 5742  0.95983380 0.056785539       -1
## 5743  0.91828255 0.069046451        1
## 5744  0.92243767 0.058537098       -1
## 5745  0.93628809 0.051968752       -1
## 5746  0.95429363 0.075899425       -1
## 5747  0.90720222 0.069488720       -1
## 5748          NA 0.153997057       -1
## 5749  0.93905817 0.097947173       -1
## 5750  0.97922438 0.205668045        1
## 5751  0.93074792 0.061164436       -1
## 5752  0.93213296 0.067294892       -1
## 5753  0.96121884 0.077804246       -1
## 5754  0.92243767 0.109332306       -1
## 5755  0.91828255 0.131734744       -1
## 5756  0.87950139 0.181146220       -1
## 5757          NA 0.036642612       -1
## 5758  0.93490305 0.100136622       -1
## 5759  0.96814404 0.111959644       -1
## 5760  0.88227147 0.062915995       -1
## 5761  0.74376731 0.100136622       -1
## 5762  0.93213296 0.153121278       -1
## 5763  0.75761773 0.150493940        1
## 5764  0.91412742 0.058537098       -1
## 5765  0.83102493 0.049779304       -1
## 5766  0.91966759 0.058537098       -1
## 5767  0.96537396 0.055471870       -1
## 5768  0.93213296 0.034378722       -1
## 5769  0.91689751 0.056347649       -1
## 5770  0.84210526 0.068608562       -1
## 5771  0.92105263 0.034453163       -1
## 5772  0.94321330 0.076052687       -1
## 5773          NA 0.115462762       -1
## 5774  0.83102493 0.041021509       -1
## 5775  0.91551247 0.036642612       -1
## 5776  0.96952909 0.051968752       -1
## 5777  0.90720222 0.047589855       -1
## 5778  0.99584488 0.025695369       -1
## 5779  0.93905817 0.166069677       -1
## 5780  0.83102493 0.234665102       -1
## 5781  0.98337950 0.187714566       -1
## 5782  0.93905817 0.046635255       -1
## 5783  0.91412742 0.054158201       -1
## 5784  0.93905817 0.058537098       -1
## 5785  0.84626039 0.141736145       -1
## 5786  0.97645429 0.066857003       -1
## 5787  0.93351801 0.084810481       -1
## 5788  0.96121884 0.076928466       -1
## 5789  0.92520776 0.093568276       -1
## 5790  0.93490305 0.113711203       -1
## 5791          NA 0.065105444       -1
## 5792  0.90720222 0.172388426       -1
## 5793  0.85318560 0.094684895       -1
## 5794  0.89612188 0.054158201       -1
## 5795  0.98199446 0.067732782       -1
## 5796  0.84487535 0.054158201       -1
## 5797          NA 0.035328943       -1
## 5798  0.95844875 0.084810481       -1
## 5799  0.93490305 0.058099208       -1
## 5800  0.84903047 0.049779304       -1
## 5801  0.86565097 0.054158201       -1
## 5802  0.72853186 0.080431584       -1
## 5803  0.95013850 0.070163070       -1
## 5804  0.90027701 0.078798255       -1
## 5805  0.88227147 0.061164436       -1
## 5806  0.96952909 0.078636236       -1
## 5807  0.96537396 0.135605689       -1
## 5808  0.98337950 0.089088664       -1
## 5809  0.84903047 0.054158201       -1
## 5810          NA 0.058537098       -1
## 5811  0.90997230 0.055033980       -1
## 5812  0.97645429 0.065105444       -1
## 5813  0.92659280 0.146115042       -1
## 5814  0.92797784 0.054158201       -1
## 5815  0.87673130 0.045404785       -1
## 5816  0.80609418 0.273103062        1
## 5817  0.94875346 0.097947173       -1
## 5818  0.95983380 0.153029321       -1
## 5819  0.82409972 0.132102571       -1
## 5820  0.97091413 0.219474707        1
## 5821  0.96952909 0.097947173       -1
## 5822          NA 0.045400406       -1
## 5823  0.91551247 0.041897289       -1
## 5824  0.86842105 0.048912282       -1
## 5825  0.83102493 0.080431584       -1
## 5826  0.92936288 0.142935963       -1
## 5827  0.96952909 0.083763925       -1
## 5828  0.92243767 0.049341414       -1
## 5829  0.61080332 0.097947173       -1
## 5830  0.83795014 0.025695369       -1
## 5831  0.85872576 0.054158201       -1
## 5832  0.93490305 0.115462762        1
## 5833  0.83102493 0.111083865       -1
## 5834  0.92797784 0.051092973       -1
## 5835  0.90581717 0.069484341        1
## 5836  0.92659280 0.060748441       -1
## 5837  0.96952909 0.118090100        1
## 5838  0.95567867 0.116338541       -1
## 5839  0.96121884 0.082621033       -1
## 5840          NA 0.049779304       -1
## 5841  0.94182825 0.111083865       -1
## 5842  0.98753463 0.073863238       -1
## 5843  0.92105263 0.125503573        1
## 5844  0.86842105 0.080431584       -1
## 5845  0.78531856 0.080431584       -1
## 5846  0.96398892 0.105829188       -1
## 5847  0.96121884 0.122035487       -1
## 5848  0.96814404 0.042773068       -1
## 5849  0.99307479 0.035328943       -1
## 5850  0.87950139 0.032263715       -1
## 5851  0.92105263 0.070798010       -1
## 5852  0.41412742 0.141736145       -1
## 5853  0.69252078 0.100136622       -1
## 5854  0.93074792 0.115462762       -1
## 5855  0.91966759 0.093568276       -1
## 5856  0.91689751 0.080431584       -1
## 5857  0.83102493 0.067294892       -1
## 5858  0.93905817 0.321270931        1
## 5859  0.96260388 0.186838787       -1
## 5860  0.84487535 0.071673790       -1
## 5861  0.97229917 0.066169516       -1
## 5862  0.87257618 0.109332306       -1
## 5863  0.90858726 0.150493940       -1
## 5864  0.92936288 0.102763960       -1
## 5865  0.53878116 0.074739018       -1
## 5866  0.84764543 0.103201850       -1
## 5867  0.91412742 0.065105444       -1
## 5868  0.84487535 0.106704967       -1
## 5869  0.95013850 0.150493940       -1
## 5870  0.92797784 0.163630631        1
## 5871  0.90027701 0.106704967       -1
## 5872  0.93074792 0.049779304       -1
## 5873  0.84487535 0.045400406       -1
## 5874  0.92797784 0.095757724        1
## 5875  0.93767313 0.051968752       -1
## 5876  0.77977839 0.119841659       -1
## 5877          NA 0.054158201       -1
## 5878  0.98060942 0.055471870       -1
## 5879  0.80055402 0.097947173       -1
## 5880  0.91828255 0.137357248       -1
## 5881  0.90858726 0.067294892        1
## 5882  0.95290859 0.105391298        1
## 5883  0.62326870 0.043210958       -1
## 5884  0.94598338 0.116338541       -1
## 5885  0.96537396 0.058537098       -1
## 5886  0.83102493 0.045400406       -1
## 5887  0.82825485 0.124220556       -1
## 5888  0.87257618 0.093568276       -1
## 5889  0.94875346 0.121155328        1
## 5890  0.94182825 0.047589855       -1
## 5891  0.89889197 0.054158201       -1
## 5892  0.92797784 0.036642612       -1
## 5893  0.76038781 0.071673790       -1
## 5894  0.83795014 0.037671653       -1
## 5895  0.88365651 0.115462762       -1
## 5896  0.96952909 0.080431584       -1
## 5897  0.95844875 0.084810481       -1
## 5898  0.88365651 0.126672739       -1
## 5899  0.75346260 0.045400406       -1
## 5900  0.96952909 0.092692496       -1
## 5901  0.90166205 0.062346739       -1
## 5902  0.94459834 0.097947173       -1
## 5903  0.85041551 0.056347649       -1
## 5904  0.93490305 0.036642612       -1
## 5905  0.90027701 0.109332306       -1
## 5906  0.83102493 0.032263715       -1
## 5907  0.83102493 0.071673790       -1
## 5908          NA 0.058537098       -1
## 5909  0.83102493 0.101406502       -1
## 5910          NA 0.132978351       -1
## 5911  0.83102493 0.133416240       -1
## 5912          NA 0.080431584       -1
## 5913  0.81717452 0.071673790       -1
## 5914  0.96398892 0.045400406       -1
## 5915  0.97091413 0.111083865       -1
## 5916  0.96121884 0.071673790       -1
## 5917  0.91828255 0.080431584       -1
## 5918          NA 0.094444055       -1
## 5919  0.85872576 0.027884817       -1
## 5920  0.97506925 0.043210958       -1
## 5921  0.90027701 0.164944300       -1
## 5922  0.91274238 0.036642612       -1
## 5923  0.91274238 0.089189379       -1
## 5924  0.92105263 0.161003293       -1
## 5925  0.83102493 0.027884817       -1
## 5926  0.93905817 0.054158201       -1
## 5927  0.80332410 0.113273313        1
## 5928  0.87950139 0.064667554       -1
## 5929  0.93905817 0.135233483        1
## 5930  0.87950139 0.064667554       -1
## 5931  0.97368421 0.130788902        1
## 5932  0.96537396 0.069484341        1
## 5933  0.83102493 0.283174525        1
## 5934  0.97229917 0.064667554       -1
## 5935  0.84072022 0.114586982        1
## 5936  0.97229917 0.116776431       -1
## 5937  0.94044321 0.101450291        1
## 5938  0.92797784 0.062915995       -1
## 5939  0.90581717 0.054158201        1
## 5940  0.85180055 0.097947173       -1
## 5941  0.84487535 0.080431584        1
## 5942  0.95013850 0.045400406       -1
## 5943  0.93905817 0.044975653       -1
## 5944  0.92520776 0.148965704        1
## 5945  0.90443213 0.045400406       -1
## 5946          NA 0.183335669        1
## 5947  0.95983380 0.137357248        1
## 5948  0.97368421 0.057442374        1
## 5949  0.99307479 0.121794647        1
## 5950  0.90027701 0.055471870       -1
## 5951  0.99584488 0.049341414       -1
## 5952  0.92659280 0.093568276       -1
## 5953  0.83102493 0.137357248        1
## 5954  0.96537396 0.164068521        1
## 5955  0.88227147 0.204792265       -1
## 5956  0.81024931 0.076928466       -1
## 5957  0.83656510 0.141736145        1
## 5958  0.96121884 0.183335669        1
## 5959  0.83102493 0.021408429       -1
## 5960  0.97229917 0.131226792        1
## 5961          NA 0.089189379        1
## 5962  0.83102493 0.252960135        1
## 5963  0.99722992 0.036642612       -1
## 5964  0.97368421 0.047546066       -1
## 5965  0.98891967 0.090065158        1
## 5966  0.92797784 0.062915995       -1
## 5967  0.90027701 0.080431584       -1
## 5968          NA 0.076052687       -1
## 5969  0.93905817 0.056785539       -1
## 5970  0.92936288 0.036603202       -1
## 5971  0.97645429 0.072291214       -1
## 5972  0.92659280 0.520510755        1
## 5973  0.94182825 0.087674280       -1
## 5974  0.99030471 0.067294892        1
## 5975  0.83102493 0.111083865       -1
## 5976  0.96675900 0.058537098       -1
## 5977  0.86703601 0.080431584        1
## 5978  0.94875346 0.080431584       -1
## 5979  0.99168975 0.057254081       -1
## 5980          NA 0.091378827        1
## 5981  0.94598338 0.040364675       -1
## 5982  0.91274238 0.062478106       -1
## 5983  0.96814404 0.102326070        1
## 5984  0.90720222 0.034453163       -1
## 5985  0.92243767 0.036642612       -1
## 5986  0.93767313 0.057630666        1
## 5987  0.97091413 0.055471870       -1
## 5988  0.98199446 0.128599454        1
## 5989  0.70360111 0.284488194        1
## 5990  0.98614958 0.194282912        1
## 5991  0.98614958 0.122031108        1
## 5992  0.98891967 0.067294892        1
## 5993  0.91135734 0.051968752       -1
## 5994  0.94044321 0.150550865        1
## 5995  0.96121884 0.386954389        1
## 5996  0.93213296 0.117477055        1
## 5997  0.98753463 0.125096336        1
## 5998  0.83102493 0.150056050        1
## 5999  0.76869806 0.045400406        1
## 6000  0.97783934 0.051092973       -1
## 6001  0.94598338 0.106704967       -1
## 6002  0.90304709 0.098385063       -1
## 6003  0.85872576 0.150493940       -1
## 6004  0.90027701 0.101012401        1
## 6005  0.97783934 0.046714076       -1
## 6006  0.95290859 0.062915995       -1
## 6007  0.92105263 0.151737546        1
## 6008  0.95429363 0.062915995       -1
## 6009  0.69252078 0.168009528        1
## 6010  0.91274238 0.067294892       -1
## 6011  0.96537396 0.065105444       -1
## 6012  0.93767313 0.102326070        1
## 6013  0.99722992 0.057661319        1
## 6014  0.90166205 0.137357248       -1
## 6015  0.85872576 0.115462762       -1
## 6016  0.97645429 0.117652210        1
## 6017  0.92659280 0.056570973       -1
## 6018  0.93767313 0.091378827       -1
## 6019  0.92382271 0.093568276       -1
## 6020  0.94875346 0.057223429       -1
## 6021  0.78947368 0.049779304       -1
## 6022  0.94321330 0.113711203       -1
## 6023  0.96121884 0.093568276        1
## 6024  0.88365651 0.059850767       -1
## 6025  0.50138504 0.346668535        1
## 6026  0.92243767 0.091816717        1
## 6027  0.93767313 0.058449520       -1
## 6028  0.93490305 0.095757724        1
## 6029  0.93490305 0.095757724        1
## 6030  0.98060942 0.051530862       -1
## 6031  0.99722992 0.098385063        1
## 6032  0.92797784 0.068608562       -1
## 6033  0.83102493 0.198661809       -1
## 6034  0.90166205 0.137357248       -1
## 6035          NA 0.091378827       -1
## 6036  0.97091413 0.044524627       -1
## 6037  0.93351801 0.049779304       -1
## 6038  0.91274238 0.089189379        1
## 6039  0.98753463 0.073863238        1
## 6040  0.98199446 0.041021509       -1
## 6041  0.83240997 0.083058922        1
## 6042  0.96814404 0.065105444       -1
## 6043  0.97091413 0.064229664       -1
## 6044  0.90720222 0.066248336       -1
## 6045  0.93074792 0.106267078       -1
## 6046  0.87257618 0.134729910        1
## 6047  0.95013850 0.071673790       -1
## 6048  0.92105263 0.113273313        1
## 6049  0.94875346 0.128599454       -1
## 6050  0.97368421 0.045181462       -1
## 6051  0.96537396 0.097947173       -1
## 6052  0.91274238 0.057100820       -1
## 6053  0.92659280 0.101012401       -1
## 6054  0.85318560 0.044542143       -1
## 6055  0.93074792 0.159606425        1
## 6056          NA 0.045400406       -1
## 6057  0.90304709 0.075176907        1
## 6058  0.96952909 0.067294892       -1
## 6059  0.84210526 0.035696770       -1
## 6060  0.93767313 0.167133749        1
## 6061  0.92520776 0.049779304       -1
## 6062  0.93490305 0.153559168        1
## 6063  0.84626039 0.181146220        1
## 6064  0.92520776 0.076052687       -1
## 6065  0.93490305 0.119841659        1
## 6066  0.95567867 0.058974988       -1
## 6067  0.91412742 0.061120647       -1
## 6068  0.67728532 0.268724165        1
## 6069  0.93767313 0.122906887        1
## 6070  0.87257618 0.061164436       -1
## 6071  0.95429363 0.068608562        1
## 6072  0.91135734 0.045400406       -1
## 6073  0.91135734 0.056785539       -1
## 6074  0.93074792 0.093568276       -1
## 6075  0.90581717 0.111521754        1
## 6076  0.87257618 0.076783963       -1
## 6077  0.85872576 0.127723674       -1
## 6078  0.82825485 0.518321306        1
## 6079  0.92659280 0.085248371       -1
## 6080  0.96675900 0.097947173       -1
## 6081  0.93074792 0.421985567        1
## 6082  0.95983380 0.054828172       -1
## 6083  0.93074792 0.062915995       -1
## 6084  0.91412742 0.064667554       -1
## 6085  0.84210526 0.027884817       -1
## 6086  0.99307479 0.100486933        1
## 6087  0.83102493 0.078242136       -1
## 6088  0.93213296 0.055909760       -1
## 6089  0.83102493 0.137357248        1
## 6090  0.86980609 0.094444055       -1
## 6091  0.90027701 0.062915995       -1
## 6092  0.85872576 0.115462762       -1
## 6093  0.91274238 0.107326771       -1
## 6094  0.96675900 0.102326070       -1
## 6095  0.97645429 0.161879072        1
## 6096  0.94321330 0.089189379       -1
## 6097  0.83518006 0.035766832       -1
## 6098  0.72022161 0.259090591        1
## 6099  0.83102493 0.053282421       -1
## 6100  0.96398892 0.071235900        1
## 6101  0.92382271 0.064667554       -1
## 6102  0.94321330 0.048465634        1
## 6103  0.94182825 0.046714076       -1
## 6104  0.91551247 0.253398024        1
## 6105  0.92105263 0.071673790       -1
## 6106  0.87811634 0.086124150        1
## 6107  0.88365651 0.036642612       -1
## 6108          NA 0.054158201        1
## 6109  0.95013850 0.086343095       -1
## 6110  0.94321330 0.041021509       -1
## 6111  0.92520776 0.038832061       -1
## 6112  0.97368421 0.121155328        1
## 6113  0.93905817 0.156624396        1
## 6114  0.96121884 0.043210958       -1
## 6115  0.83102493 0.283174525        1
## 6116  0.91551247 0.102326070       -1
## 6117  0.94875346 0.080431584       -1
## 6118  0.89750693 0.045400406       -1
## 6119  0.97091413 0.071673790       -1
## 6120  0.91551247 0.163630631        1
## 6121  0.92105263 0.079993694       -1
## 6122  0.99030471 0.047589855       -1
## 6123  0.98753463 0.124220556        1
## 6124  0.93074792 0.040583619       -1
## 6125  0.96814404 0.042335178       -1
## 6126  0.97922438 0.091816717       -1
## 6127  0.88227147 0.044524627       -1
## 6128  0.88227147 0.044524627       -1
## 6129  0.86565097 0.102326070       -1
## 6130  0.96952909 0.055033980       -1
## 6131  0.92797784 0.212236390        1
## 6132  0.95983380 0.087875709       -1
## 6133  0.96398892 0.062040216       -1
## 6134  0.98753463 0.091930568       -1
## 6135  0.90443213 0.040583619       -1
## 6136  0.94736842 0.047589855       -1
## 6137  0.99307479 0.088751489        1
## 6138  0.93490305 0.051530862       -1
## 6139  0.93490305 0.051530862       -1
## 6140  0.95290859 0.120279549       -1
## 6141  0.95706371 0.072987459       -1
## 6142  0.94875346 0.058537098       -1
## 6143  0.92797784 0.090065158       -1
## 6144  0.92797784 0.071967176       -1
## 6145  0.99445983 0.056347649        1
## 6146  0.93905817 0.097071394       -1
## 6147  0.96121884 0.091816717       -1
## 6148  0.86565097 0.058537098       -1
## 6149  0.92105263 0.056347649       -1
## 6150  0.95844875 0.039493274       -1
## 6151          NA 0.046976809       -1
## 6152  0.91828255 0.044962517       -1
## 6153  0.90720222 0.089189379       -1
## 6154  0.93767313 0.037080502       -1
## 6155          NA 0.093568276       -1
## 6156  0.99861496 0.050655083       -1
## 6157  0.90858726 0.036204722       -1
## 6158          NA 0.051784839       -1
## 6159  0.96398892 0.045540531       -1
## 6160  0.99722992 0.052406642       -1
## 6161  0.90581717 0.118527990        1
## 6162          NA 0.057661319       -1
## 6163  0.84072022 0.178956772       -1
## 6164  0.83379501 0.058537098       -1
## 6165  0.93213296 0.113273313       -1
## 6166  0.90166205 0.139984586       -1
## 6167  0.97506925 0.058537098       -1
## 6168  0.91689751 0.076052687       -1
## 6169  0.83102493 0.022630141       -1
## 6170  0.87950139 0.103639739        1
## 6171  0.82271468 0.026133259       -1
## 6172  0.87534626 0.132540461       -1
## 6173  0.87534626 0.067294892       -1
## 6174  0.83656510 0.100364324       -1
## 6175  0.92520776 0.036204722       -1
## 6176  0.84764543 0.105391298        1
## 6177  0.79501385 0.073381560       -1
## 6178  0.97506925 0.059334057       -1
## 6179  0.96675900 0.093130386        1
## 6180  0.91412742 0.043210958       -1
## 6181  0.98060942 0.245953899        1
## 6182  0.96814404 0.105067260       -1
## 6183  0.89750693 0.102763960       -1
## 6184  0.94044321 0.041573250       -1
## 6185  0.91135734 0.070714811       -1
## 6186  0.84487535 0.089189379       -1
## 6187  0.92105263 0.061602326       -1
## 6188  0.98199446 0.104515519       -1
## 6189  0.92659280 0.079555805       -1
## 6190  0.93628809 0.054158201       -1
## 6191  0.59833795 0.064190254       -1
## 6192  0.90581717 0.045400406       -1
## 6193          NA 0.064549324       -1
## 6194  0.92520776 0.066419113       -1
## 6195  0.96260388 0.082621033       -1
## 6196  0.92243767 0.069484341       -1
## 6197  0.95983380 0.086999930        1
## 6198  0.85872576 0.035328943       -1
## 6199  0.96121884 0.342661844        1
## 6200  0.83933518 0.056347649       -1
## 6201  0.84210526 0.080431584       -1
## 6202  0.72022161 0.032263715       -1
## 6203  0.92797784 0.106704967       -1
## 6204  0.94598338 0.113711203       -1
## 6205  0.90166205 0.053720311       -1
## 6206  0.96260388 0.185998038       -1
## 6207  0.92936288 0.071673790       -1
## 6208          NA 0.061164436       -1
## 6209  0.96952909 0.080869474       -1
## 6210  0.95567867 0.090503048        1
## 6211  0.90027701 0.077366356       -1
## 6212  0.97229917 0.070798010       -1
## 6213  0.97229917 0.048465634       -1
## 6214  0.85595568 0.025695369       -1
## 6215  0.85041551 0.042597912       -1
## 6216          NA 0.022630141       -1
## 6217  0.99722992 0.036642612       -1
## 6218          NA 0.189904015        1
## 6219  0.99861496 0.054158201       -1
## 6220  0.96952909 0.087875709       -1
## 6221  0.90720222 0.049779304       -1
## 6222  0.92797784 0.190122959        1
## 6223  0.91828255 0.049779304       -1
## 6224  0.91689751 0.049779304       -1
## 6225  0.96814404 0.067294892       -1
## 6226  0.90027701 0.084762313       -1
## 6227          NA 0.082621033       -1
## 6228  0.93490305 0.041021509       -1
## 6229  0.98060942 0.097947173        1
## 6230  0.95152355 0.059850767       -1
## 6231  0.94321330 0.080431584       -1
## 6232  0.90858726 0.189904015        1
## 6233  0.99861496 0.054158201       -1
## 6234  0.96952909 0.108894416        1
## 6235  0.91551247 0.261717929        1
## 6236  0.91551247 0.261717929        1
## 6237  0.91828255 0.054158201       -1
## 6238  0.94736842 0.132978351        1
## 6239  0.94875346 0.098822952       -1
## 6240  0.92659280 0.102326070        1
## 6241  0.30886427 0.080431584       -1
## 6242  0.93628809 0.093568276        1
## 6243  0.90304709 0.106704967        1
## 6244  0.96260388 0.097947173       -1
## 6245  0.98476454 0.068126883        1
## 6246  0.96675900 0.099698732        1
## 6247  0.95844875 0.060726547       -1
## 6248  0.95567867 0.211798501        1
## 6249  0.93628809 0.076052687        1
## 6250  0.94459834 0.220556295        1
## 6251  0.77562327 0.168009528        1
## 6252  0.90720222 0.030074266       -1
## 6253  0.90166205 0.055471870       -1
## 6254  0.98337950 0.049779304        1
## 6255  0.99307479 0.049779304       -1
## 6256  0.85041551 0.093568276       -1
## 6257  0.98476454 0.099024382       -1
## 6258  0.94044321 0.049779304       -1
## 6259  0.90027701 0.168517481       -1
## 6260  0.97506925 0.051530862       -1
## 6261  0.97645429 0.045400406       -1
## 6262  0.98891967 0.050655083       -1
## 6263  0.91135734 0.211798501        1
## 6264  0.59556787 0.026571148       -1
## 6265  0.85872576 0.032263715       -1
## 6266  0.93490305 0.074739018       -1
## 6267  0.86703601 0.072549569        1
## 6268  0.91966759 0.051311918       -1
## 6269  0.87119114 0.049779304       -1
## 6270  0.92520776 0.087437820       -1
## 6271  0.81994460 0.108894416       -1
## 6272  0.91966759 0.069484341        1
## 6273  0.90027701 0.060713410       -1
## 6274  0.91966759 0.189904015       -1
## 6275  0.95844875 0.058537098       -1
## 6276  0.93628809 0.058537098       -1
## 6277  0.93074792 0.043210958       -1
## 6278  0.99722992 0.043210958       -1
## 6279  0.91551247 0.072549569        1
## 6280  0.97922438 0.047467246       -1
## 6281  0.94598338 0.057661319       -1
## 6282  0.89750693 0.115462762       -1
## 6283  0.91412742 0.040145730       -1
## 6284  0.90858726 0.036642612       -1
## 6285  0.89335180 0.050217193       -1
## 6286  0.91551247 0.101012401       -1
## 6287  0.90581717 0.089189379       -1
## 6288  0.97922438 0.072729104       -1
## 6289  0.95152355 0.067294892       -1
## 6290  0.95844875 0.102326070        1
## 6291  0.99168975 0.132978351       -1
## 6292  0.89889197 0.036642612       -1
## 6293  0.89335180 0.093568276       -1
## 6294  0.90720222 0.083058922       -1
## 6295  0.96814404 0.028760597       -1
## 6296  0.88642659 0.060726547       -1
## 6297  0.83795014 0.175453654        1
## 6298          NA 0.175453654        1
## 6299  0.91689751 0.087437820       -1
## 6300  0.87950139 0.052406642       -1
## 6301          NA 0.067294892       -1
## 6302  0.91135734 0.120717439       -1
## 6303  0.92105263 0.102326070        1
## 6304  0.91412742 0.085686261       -1
## 6305  0.91412742 0.085686261       -1
## 6306  0.83518006 0.398882505        1
## 6307          NA 0.045400406       -1
## 6308  0.99722992 0.042335178       -1
## 6309  0.88504155 0.056347649       -1
## 6310  0.83795014 0.061602326       -1
## 6311  0.92936288 0.080431584       -1
## 6312  0.83240997 0.071673790       -1
## 6313  0.95983380 0.051968752        1
## 6314  0.96952909 0.045400406       -1
## 6315  0.83102493 0.076976634       -1
## 6316  0.78808864 0.036642612       -1
## 6317  0.90997230 0.059850767        1
## 6318  0.99030471 0.088313599        1
## 6319  0.90858726 0.055533175       -1
## 6320  0.93905817 0.080208260       -1
## 6321  0.83102493 0.045400406       -1
## 6322  0.93767313 0.086999930       -1
## 6323  0.95844875 0.052406642        1
## 6324  0.82825485 0.039269950       -1
## 6325  0.90166205 0.149841484       -1
## 6326  0.94459834 0.044524627       -1
## 6327  0.84487535 0.039107931       -1
## 6328  0.95152355 0.080869474       -1
## 6329  0.88227147 0.037080502       -1
## 6330  0.95983380 0.076052687       -1
## 6331  0.87396122 0.071673790       -1
## 6332  0.91966759 0.040583619       -1
## 6333  0.94321330 0.105829188        1
## 6334  0.55401662 0.040583619       -1
## 6335  0.93213296 0.082621033        1
## 6336  0.98891967 0.062915995       -1
## 6337  0.84072022 0.131226792        1
## 6338  0.90997230 0.046254291       -1
## 6339  0.92797784 0.132978351        1
## 6340  0.92105263 0.109108982        1
## 6341  0.92105263 0.111083865       -1
## 6342  0.91274238 0.109770195       -1
## 6343  0.84903047 0.106704967        1
## 6344  0.93074792 0.220994185       -1
## 6345  0.91274238 0.124220556        1
## 6346          NA 0.041021509       -1
## 6347          NA 0.080431584       -1
## 6348          NA 0.080431584       -1
## 6349  0.93767313 0.060726547       -1
## 6350  0.83379501 0.124220556       -1
## 6351  0.92936288 0.066419113       -1
## 6352  0.84210526 0.085686261       -1
## 6353  0.89889197 0.089189379       -1
## 6354  0.93074792 0.022630141       -1
## 6355  0.94736842 0.141736145       -1
## 6356  0.90166205 0.181584110        1
## 6357  0.90581717 0.049779304       -1
## 6358  0.98199446 0.090284103       -1
## 6359  0.96675900 0.062915995       -1
## 6360  0.87950139 0.097947173       -1
## 6361  0.95983380 0.141298255        1
## 6362  0.83102493 0.102326070       -1
## 6363  0.96121884 0.088751489       -1
## 6364  0.91551247 0.086999930        1
## 6365  0.93351801 0.049779304       -1
## 6366  0.93074792 0.102326070       -1
## 6367  0.92243767 0.072549569       -1
## 6368  0.93905817 0.071673790       -1
## 6369  0.93074792 0.049779304       -1
## 6370  0.86011080 0.085686261       -1
## 6371  0.84903047 0.074055910        1
## 6372  0.85872576 0.056347649       -1
## 6373  0.96814404 0.043561270       -1
## 6374  0.91966759 0.076052687       -1
## 6375  0.89750693 0.089189379       -1
## 6376  0.93767313 0.045400406       -1
## 6377  0.90997230 0.087437820        1
## 6378          NA 0.062915995       -1
## 6379  0.90443213 0.069484341       -1
## 6380          NA 0.067294892       -1
## 6381  0.69252078 0.168009528        1
## 6382  0.84072022 0.091816717       -1
## 6383  0.91412742 0.119841659        1
## 6384  0.96260388 0.063791775       -1
## 6385  0.83102493 0.041021509       -1
## 6386  0.95983380 0.195596581        1
## 6387  0.91689751 0.111083865        1
## 6388          NA 0.043399250       -1
## 6389  0.92243767 0.031825825       -1
## 6390  0.86011080 0.119841659       -1
## 6391  0.96952909 0.058537098       -1
## 6392  0.96260388 0.097360401        1
## 6393  0.91274238 0.097947173        1
## 6394          NA 0.115462762       -1
## 6395  0.92659280 0.037956281       -1
## 6396  0.96952909 0.041021509       -1
## 6397  0.91274238 0.027884817       -1
## 6398  0.97783934 0.120279549       -1
## 6399  0.96537396 0.188152456        1
## 6400  0.85872576 0.051530862       -1
## 6401  0.93490305 0.071673790       -1
## 6402  0.83102493 0.076052687       -1
## 6403  0.99307479 0.077007286        1
## 6404          NA 0.086999930       -1
## 6405  0.83795014 0.049779304       -1
## 6406  0.97922438 0.061164436       -1
## 6407  0.99722992 0.043210958       -1
## 6408  0.95706371 0.050217193       -1
## 6409          NA 0.106704967       -1
## 6410  0.92659280 0.100574511       -1
## 6411  0.96675900 0.055909760       -1
## 6412  0.90720222 0.023943810       -1
## 6413  0.95983380 0.047598613       -1
## 6414  0.96260388 0.071235900       -1
## 6415  0.90166205 0.091518952       -1
## 6416  0.93767313 0.115024872        1
## 6417  0.93767313 0.053720311       -1
## 6418  0.96398892 0.052844532       -1
## 6419  0.93767313 0.168009528        1
## 6420  0.96814404 0.056347649       -1
## 6421  0.93213296 0.128599454        1
## 6422  0.91966759 0.045400406       -1
## 6423  0.91274238 0.036642612       -1
## 6424  0.82963989 0.126847895       -1
## 6425  0.96814404 0.056347649       -1
## 6426  0.99030471 0.063791775       -1
## 6427          NA 0.045838296       -1
## 6428  0.90166205 0.051968752       -1
## 6429  0.92105263 0.082621033       -1
## 6430  0.93074792 0.051097352       -1
## 6431  0.91412742 0.062915995       -1
## 6432  0.84487535 0.185525117       -1
## 6433  0.94044321 0.124220556       -1
## 6434  0.91966759 0.148357038        1
## 6435  0.97645429 0.048465634       -1
## 6436  0.95013850 0.080431584        1
## 6437  0.96675900 0.036244132       -1
## 6438  0.96814404 0.042335178       -1
## 6439  0.95567867 0.062915995        1
## 6440  0.92797784 0.067294892       -1
## 6441  0.97229917 0.051092973       -1
## 6442  0.87257618 0.045400406       -1
## 6443  0.87257618 0.058537098       -1
## 6444  0.96814404 0.098822952        1
## 6445  0.96814404 0.098822952        1
## 6446  0.94875346 0.058537098       -1
## 6447  0.96537396 0.045400406       -1
## 6448  0.92243767 0.080431584       -1
## 6449  0.85872576 0.048465634       -1
## 6450  0.87119114 0.041021509       -1
## 6451  0.92382271 0.123279093        1
## 6452  0.95290859 0.108894416        1
## 6453  0.93628809 0.148470889        1
## 6454  0.91135734 0.117652210       -1
## 6455  0.97645429 0.136481469        1
## 6456  0.98476454 0.093130386        1
## 6457  0.90997230 0.146115042        1
## 6458  0.85872576 0.070360121       -1
## 6459  0.84487535 0.069860926       -1
## 6460  0.91966759 0.076052687       -1
## 6461  0.95013850 0.053282421       -1
## 6462  0.58310249 0.044086737       -1
## 6463          NA 0.128599454       -1
## 6464  0.88504155 0.043210958        1
## 6465  0.93213296 0.088313599       -1
## 6466  0.91412742 0.089189379       -1
## 6467  0.93628809 0.047589855       -1
## 6468          NA 0.115462762        1
## 6469          NA 0.111959644       -1
## 6470  0.85872576 0.082183143       -1
## 6471  0.90027701 0.084372592       -1
## 6472  0.83102493 0.108894416       -1
## 6473  0.83102493 0.298386814        1
## 6474  0.94044321 0.076928466       -1
## 6475  0.98476454 0.100136622        1
## 6476  0.97506925 0.139546697        1
## 6477  0.92797784 0.049779304       -1
## 6478  0.94182825 0.080431584       -1
## 6479  0.85041551 0.093130386       -1
## 6480  0.96260388 0.188809290       -1
## 6481          NA 0.019127023       -1
## 6482  0.92797784 0.041021509       -1
## 6483  0.84349030 0.083058922        1
## 6484  0.90997230 0.041021509       -1
## 6485  0.84487535 0.208295383        1
## 6486  0.93213296 0.071673790       -1
## 6487  0.96398892 0.047151965       -1
## 6488  0.90027701 0.056785539       -1
## 6489          NA 0.045400406       -1
## 6490  0.91966759 0.121155328        1
## 6491          NA 0.057223429       -1
## 6492  0.99722992 0.056859980        1
## 6493  0.94182825 0.189904015        1
## 6494  0.98060942 0.049779304       -1
## 6495  0.95567867 0.071673790        1
## 6496  0.97783934 0.059850767       -1
## 6497  0.97506925 0.039707840       -1
## 6498          NA 0.086999930       -1
## 6499  0.88227147 0.051530862       -1
## 6500  0.98199446 0.092692496        1
## 6501          NA 0.270475723        1
## 6502  0.93628809 0.086562040       -1
## 6503  0.76177285 0.042335178       -1
## 6504  0.96814404 0.080431584        1
## 6505  0.95706371 0.047436594       -1
## 6506  0.83102493 0.041021509       -1
## 6507  0.96121884 0.091816717       -1
## 6508  0.92382271 0.063647271       -1
## 6509  0.87673130 0.058099208       -1
## 6510  0.85041551 0.104077629       -1
## 6511  0.98337950 0.080431584       -1
## 6512  0.98476454 0.057341659       -1
## 6513  0.95844875 0.085686261       -1
## 6514  0.80332410 0.041722133       -1
## 6515  0.93351801 0.101450291        1
## 6516  0.98753463 0.073863238        1
## 6517          NA 0.137357248       -1
## 6518  0.91274238 0.089189379        1
## 6519  0.93074792 0.046573951       -1
## 6520  0.87257618 0.141004869       -1
## 6521  0.84626039 0.141736145       -1
## 6522  0.86980609 0.049779304       -1
## 6523  0.99722992 0.124220556       -1
## 6524  0.99584488 0.061641736       -1
## 6525  0.85872576 0.054596091       -1
## 6526  0.87673130 0.111083865       -1
## 6527  0.93905817 0.056347649       -1
## 6528  0.95013850 0.037956281       -1
## 6529  0.93767313 0.043210958       -1
## 6530  0.92659280 0.159251734        1
## 6531  0.92659280 0.159251734        1
## 6532  0.96952909 0.043648847       -1
## 6533  0.55401662 0.126410005       -1
## 6534  0.87811634 0.057661319       -1
## 6535  0.93490305 0.046425068       -1
## 6536  0.83656510 0.062683914       -1
## 6537  0.96675900 0.067715267        1
## 6538  0.43074792 0.168009528       -1
## 6539  0.94459834 0.049779304       -1
## 6540          NA 0.149180270        1
## 6541          NA 0.149180270        1
## 6542  0.93628809 0.056566594       -1
## 6543  0.94321330 0.086562040        1
## 6544  0.92382271 0.103201850        1
## 6545  0.83795014 0.151369719       -1
## 6546  0.85872576 0.033139494       -1
## 6547  0.95983380 0.044134905       -1
## 6548  0.84072022 0.080431584       -1
## 6549  0.91412742 0.058537098       -1
## 6550  0.87119114 0.058537098       -1
## 6551  0.81717452 0.030074266       -1
## 6552  0.97922438 0.054158201        1
## 6553  0.91412742 0.117214321       -1
## 6554  0.93351801 0.143925594        1
## 6555  0.88088643 0.023326385       -1
## 6556  0.83102493 0.135167799       -1
## 6557  0.84487535 0.097947173       -1
## 6558  0.93213296 0.211798501        1
## 6559  0.88365651 0.075614797       -1
## 6560          NA 0.058537098       -1
## 6561  0.93490305 0.058974988       -1
## 6562  0.99861496 0.051530862       -1
## 6563  0.97783934 0.233692987        1
## 6564  0.97783934 0.113273313       -1
## 6565  0.97783934 0.062915995       -1
## 6566  0.83102493 0.097947173       -1
## 6567  0.98199446 0.115462762        1
## 6568  0.99168975 0.076052687       -1
## 6569  0.97091413 0.124220556       -1
## 6570  0.91551247 0.068608562       -1
## 6571  0.86011080 0.085603062       -1
## 6572  0.94875346 0.134292020        1
## 6573  0.96121884 0.048465634       -1
## 6574  0.93767313 0.057223429       -1
## 6575  0.84487535 0.054158201       -1
## 6576          NA 0.483290128        1
## 6577  0.95290859 0.063791775       -1
## 6578  0.97229917 0.071673790       -1
## 6579  0.83240997 0.117652210        1
## 6580          NA 0.097947173       -1
## 6581  0.90443213 0.045400406       -1
## 6582  0.85872576 0.045400406       -1
## 6583  0.90581717 0.065105444        1
## 6584  0.84072022 0.130915890        1
## 6585  0.98476454 0.108894416        1
## 6586  0.89889197 0.058537098       -1
## 6587  0.84487535 0.063791775        1
## 6588  0.93767313 0.069484341       -1
## 6589  0.90720222 0.027884817       -1
## 6590  0.90997230 0.086999930       -1
## 6591  0.99861496 0.080978946        1
## 6592  0.97922438 0.080431584       -1
## 6593  0.90166205 0.103639739        1
## 6594  0.93074792 0.068170672       -1
## 6595  0.96121884 0.049779304        1
## 6596  0.98753463 0.074739018        1
## 6597  0.90027701 0.034891053       -1
## 6598  0.85872576 0.027884817       -1
## 6599  0.91135734 0.058537098       -1
## 6600  0.92105263 0.114149093       -1
## 6601  0.87119114 0.097522420       -1
## 6602  0.88088643 0.027884817       -1
## 6603  0.72022161 0.089250683       -1
## 6604  0.91966759 0.080374658       -1
## 6605          NA 0.104077629       -1
## 6606  0.91274238 0.111083865        1
## 6607  0.93905817 0.080431584       -1
## 6608  0.85872576 0.075614797       -1
## 6609          NA 0.027009038       -1
## 6610  0.96814404 0.043648847       -1
## 6611  0.96952909 0.052406642        1
## 6612  0.90166205 0.197348140        1
## 6613  0.92382271 0.108412737       -1
## 6614  0.98199446 0.073425349        1
## 6615  0.97506925 0.062915995       -1
## 6616  0.94736842 0.137357248        1
## 6617          NA 0.216177398        1
## 6618  0.98060942 0.098822952       -1
## 6619  0.91412742 0.058537098       -1
## 6620  0.86842105 0.176767323       -1
## 6621  0.94044321 0.083934702       -1
## 6622  0.94321330 0.189904015        1
## 6623  0.94044321 0.135167799       -1
## 6624  0.84072022 0.059850767       -1
## 6625  0.95983380 0.054193232       -1
## 6626  0.95844875 0.071673790       -1
## 6627  0.87950139 0.037956281       -1
## 6628  0.83933518 0.062867827       -1
## 6629  0.98614958 0.057661319        1
## 6630  0.90858726 0.249894906       -1
## 6631  0.97368421 0.058974988       -1
## 6632  0.86288089 0.041021509       -1
## 6633  0.97645429 0.155748616        1
## 6634  0.96260388 0.094006165        1
## 6635          NA 0.049779304       -1
## 6636  0.90858726 0.072987459       -1
## 6637  0.92382271 0.048027745       -1
## 6638  0.90581717 0.113273313       -1
## 6639  0.83518006 0.047151965       -1
## 6640  0.97506925 0.043158411       -1
## 6641  0.96952909 0.079993694       -1
## 6642          NA 0.188152456        1
## 6643  0.91966759 0.079555805       -1
## 6644  0.97645429 0.057661319       -1
## 6645          NA 0.290618651        1
## 6646  0.89612188 0.137357248       -1
## 6647  0.92243767 0.034891053       -1
## 6648  0.90997230 0.055033980       -1
## 6649  0.99584488 0.047151965       -1
## 6650          NA 0.093130386       -1
## 6651  0.89750693 0.172388426       -1
## 6652  0.90304709 0.046714076       -1
## 6653  0.86149584 0.054158201       -1
## 6654  0.98476454 0.055909760       -1
## 6655  0.86426593 0.051618440       -1
## 6656  0.87950139 0.115462762       -1
## 6657  0.86149584 0.153559168       -1
## 6658  0.85872576 0.140422476       -1
## 6659  0.95567867 0.034891053       -1
## 6660  0.93905817 0.082183143       -1
## 6661  0.91828255 0.032263715       -1
## 6662  0.88642659 0.079993694       -1
## 6663  0.91689751 0.063826806        1
## 6664  0.76177285 0.102326070        1
## 6665  0.92243767 0.137357248        1
## 6666  0.83102493 0.060288657       -1
## 6667  0.85872576 0.050217193       -1
## 6668  0.85872576 0.050217193       -1
## 6669  0.90027701 0.051968752       -1
## 6670  0.99168975 0.084810481       -1
## 6671  0.83102493 0.041021509       -1
## 6672  0.92105263 0.069046451       -1
## 6673  0.81024931 0.112397534        1
## 6674  0.88088643 0.051092973       -1
## 6675  0.83102493 0.075176907       -1
## 6676  0.91966759 0.056632278       -1
## 6677  0.90166205 0.035766832       -1
## 6678  0.97783934 0.194282912        1
## 6679  0.95983380 0.034891053       -1
## 6680  0.96121884 0.181146220        1
## 6681          NA 0.054158201       -1
## 6682  0.83518006 0.102763960       -1
## 6683  0.95567867 0.071253416       -1
## 6684  0.98753463 0.052761333       -1
## 6685  0.94182825 0.070964408        1
## 6686          NA 0.043210958       -1
## 6687  0.96121884 0.168048939        1
## 6688  0.93351801 0.089189379        1
## 6689  0.83102493 0.045400406       -1
## 6690  0.89889197 0.055471870       -1
## 6691  0.83102493 0.113273313       -1
## 6692  0.92382271 0.080431584       -1
## 6693  0.83102493 0.080431584       -1
## 6694  0.93074792 0.212674280        1
## 6695  0.97922438 0.133026519        1
## 6696  0.91828255 0.115024872       -1
## 6697  0.91689751 0.091816717       -1
## 6698  0.95290859 0.189904015        1
## 6699  0.70775623 0.159689624       -1
## 6700  0.83102493 0.124220556       -1
## 6701  0.91412742 0.065981223       -1
## 6702  0.88088643 0.068170672       -1
## 6703          NA 0.189904015        1
## 6704  0.94044321 0.075614797       -1
## 6705  0.83102493 0.036642612       -1
## 6706  0.92659280 0.073863238       -1
## 6707  0.92243767 0.080212639        1
## 6708  0.96814404 0.091378827       -1
## 6709  0.99168975 0.084810481       -1
## 6710  0.98614958 0.056347649       -1
## 6711          NA 0.190341904        1
## 6712  0.83102493 0.059850767       -1
## 6713  0.92105263 0.080431584       -1
## 6714  0.92520776 0.047589855       -1
## 6715  0.92797784 0.058099208       -1
## 6716  0.84349030 0.126760317        1
## 6717  0.92243767 0.065981223        1
## 6718  0.93074792 0.108894416       -1
## 6719  0.92797784 0.147262313        1
## 6720  0.93628809 0.076052687       -1
## 6721  0.91412742 0.071673790       -1
## 6722  0.97783934 0.083934702       -1
## 6723  0.97229917 0.079555805        1
## 6724  0.90858726 0.040145730        1
## 6725          NA 0.033139494       -1
## 6726  0.91412742 0.080431584       -1
## 6727  0.97229917 0.065105444        1
## 6728  0.92382271 0.089189379       -1
## 6729  0.97922438 0.045400406       -1
## 6730  0.98476454 0.078680025        1
## 6731  0.99584488 0.049341414       -1
## 6732  0.95983380 0.069484341       -1
## 6733  0.96675900 0.057661319       -1
## 6734  0.95429363 0.040145730       -1
## 6735  0.96260388 0.039269950       -1
## 6736  0.90720222 0.039138583       -1
## 6737  0.91412742 0.089189379       -1
## 6738  0.87257618 0.031825825       -1
## 6739  0.91966759 0.037627864       -1
## 6740  0.95013850 0.041897289       -1
## 6741  0.86426593 0.042111855       -1
## 6742  0.87257618 0.044086737       -1
## 6743  0.91689751 0.054158201       -1
## 6744  0.92936288 0.122468997       -1
## 6745  0.97229917 0.055033980       -1
## 6746  0.98476454 0.080431584       -1
## 6747  0.91689751 0.048715232       -1
## 6748  0.99168975 0.048903524       -1
## 6749  0.98614958 0.071235900        1
## 6750  0.92936288 0.176767323        1
## 6751  0.91274238 0.117652210        1
## 6752  0.95844875 0.041021509       -1
## 6753  0.83102493 0.023505920       -1
## 6754  0.97783934 0.060726547       -1
## 6755  0.97091413 0.049779304       -1
## 6756  0.90166205 0.095757724       -1
## 6757  0.83102493 0.045400406       -1
## 6758  0.89750693 0.058537098        1
## 6759  0.96121884 0.047589855       -1
## 6760  0.77562327 0.071673790       -1
## 6761  0.91135734 0.252084355        1
## 6762  0.98199446 0.115462762        1
## 6763  0.92243767 0.053080992        1
## 6764  0.97506925 0.048903524       -1
## 6765          NA 0.147428712       -1
## 6766  0.90027701 0.042335178       -1
## 6767  0.92936288 0.062478106       -1
## 6768  0.96952909 0.063791775       -1
## 6769  0.83795014 0.097509283       -1
## 6770  0.94044321 0.055033980       -1
## 6771  0.94875346 0.066857003        1
## 6772  0.97091413 0.057223429        1
## 6773  0.87950139 0.048027745       -1
## 6774  0.90858726 0.072987459       -1
## 6775  0.84487535 0.101012401       -1
## 6776  0.89058172 0.140860366       -1
## 6777  0.88227147 0.067294892       -1
## 6778  0.95152355 0.058537098       -1
## 6779  0.92520776 0.049779304       -1
## 6780  0.90304709 0.054596091       -1
## 6781  0.94182825 0.065105444       -1
## 6782  0.92243767 0.069484341       -1
## 6783  0.93767313 0.049468402       -1
## 6784  0.91412742 0.045400406       -1
## 6785  0.90027701 0.202826140        1
## 6786  0.91412742 0.124220556       -1
## 6787  0.90304709 0.082621033       -1
## 6788  0.92936288 0.225373082       -1
## 6789  0.99030471 0.060288657       -1
## 6790  0.97229917 0.048465634       -1
## 6791  0.94044321 0.070798010       -1
## 6792  0.96398892 0.060288657       -1
## 6793  0.97091413 0.037080502       -1
## 6794  0.90720222 0.058537098       -1
## 6795  0.99030471 0.051968752        1
## 6796  0.95706371 0.049341414       -1
## 6797  0.91689751 0.077366356        1
## 6798          NA 0.150493940        1
## 6799  0.94736842 0.080431584        1
## 6800  0.93767313 0.089189379       -1
## 6801  0.95013850 0.047151965       -1
## 6802  0.98060942 0.057551846       -1
## 6803  0.90027701 0.067294892       -1
## 6804  0.98199446 0.049341414       -1
## 6805          NA 0.049779304       -1
## 6806  0.91689751 0.093568276        1
## 6807  0.91689751 0.073696840        1
## 6808  0.98891967 0.106704967        1
## 6809  0.95844875 0.086562040       -1
## 6810  0.97645429 0.047151965        1
## 6811  0.95844875 0.044524627       -1
## 6812  0.90581717 0.055033980       -1
## 6813  0.97645429 0.053720311       -1
## 6814  0.89889197 0.097947173       -1
## 6815  0.92105263 0.089189379        1
## 6816  0.96398892 0.059850767       -1
## 6817  0.93628809 0.086999930       -1
## 6818  0.94736842 0.080431584        1
## 6819  0.88227147 0.068170672       -1
## 6820  0.92520776 0.100136622       -1
## 6821  0.94182825 0.159251734        1
## 6822  0.97783934 0.518321306       -1
## 6823  0.93905817 0.048465634       -1
## 6824  0.91966759 0.045400406       -1
## 6825  0.83102493 0.101012401       -1
## 6826  0.82409972 0.185525117       -1
## 6827  0.97229917 0.051092973       -1
## 6828  0.94459834 0.108018637       -1
## 6829  0.94459834 0.108018637       -1
## 6830  0.95844875 0.058537098       -1
## 6831  0.90720222 0.093568276       -1
## 6832  0.81717452 0.159251734        1
## 6833          NA 0.049779304       -1
## 6834  0.94182825 0.062915995       -1
## 6835  0.93628809 0.043210958       -1
## 6836  0.83518006 0.085248371        1
## 6837  0.99722992 0.065543334       -1
## 6838  0.99722992 0.053282421       -1
## 6839  0.99722992 0.046714076       -1
## 6840  0.48476454 0.173702095       -1
## 6841  0.99722992 0.047589855       -1
## 6842  0.91966759 0.116338541        1
## 6843  0.93628809 0.104515519       -1
## 6844  0.98476454 0.234993519        1
## 6845  0.90858726 0.042335178       -1
## 6846  0.96814404 0.074301128        1
## 6847  0.94182825 0.097947173       -1
## 6848  0.83102493 0.126410005       -1
## 6849  0.98337950 0.047589855       -1
## 6850  0.99722992 0.048903524       -1
## 6851  0.91412742 0.229147691        1
## 6852  0.81855956 0.104515519       -1
## 6853          NA 0.061409655        1
## 6854  0.83102493 0.045400406       -1
## 6855  0.86842105 0.032263715       -1
## 6856  0.61772853 0.089189379       -1
## 6857  0.83656510 0.058537098       -1
## 6858  0.90443213 0.051968752       -1
## 6859  0.89473684 0.071673790       -1
## 6860  0.96398892 0.062040216       -1
## 6861  0.96121884 0.049779304       -1
## 6862  0.94182825 0.105829188       -1
## 6863  0.99307479 0.092692496       -1
## 6864  0.91412742 0.065981223       -1
## 6865  0.90027701 0.089189379       -1
## 6866  0.94182825 0.213550060        1
## 6867  0.84487535 0.103639739       -1
## 6868  0.92105263 0.055471870       -1
## 6869  0.94182825 0.054596091       -1
## 6870  0.94459834 0.073425349       -1
## 6871  0.91412742 0.043210958       -1
## 6872  0.86980609 0.062915995        1
## 6873  0.94182825 0.058974988       -1
## 6874  0.90581717 0.081307364       -1
## 6875  0.83933518 0.059412877       -1
## 6876  0.97783934 0.052406642       -1
## 6877  0.93905817 0.050655083       -1
## 6878          NA 0.033139494       -1
## 6879  0.94598338 0.044086737       -1
## 6880  0.97091413 0.077804246       -1
## 6881  0.93905817 0.065105444       -1
## 6882          NA 0.075176907       -1
## 6883  0.90443213 0.027884817       -1
## 6884  0.97091413 0.035766832       -1
## 6885  0.93490305 0.045838296       -1
## 6886  0.92659280 0.054158201       -1
## 6887  0.85872576 0.079117915       -1
## 6888  0.90027701 0.508219190        1
## 6889  0.90304709 0.051968752       -1
## 6890  0.83102493 0.146233273       -1
## 6891  0.83102493 0.049407097       -1
## 6892  0.91966759 0.386954389        1
## 6893  0.84210526 0.127723674        1
## 6894  0.91412742 0.080431584        1
## 6895  0.92382271 0.041897289       -1
## 6896  0.83102493 0.039331255       -1
## 6897  0.91828255 0.042773068       -1
## 6898  0.83102493 0.105829188       -1
## 6899  0.98753463 0.064185875       -1
## 6900  0.58864266 0.124220556       -1
## 6901  0.97229917 0.071673790        1
## 6902          NA 0.065105444       -1
## 6903  0.92105263 0.075176907       -1
## 6904  0.88088643 0.080431584       -1
## 6905  0.94736842 0.081307364       -1
## 6906  0.93490305 0.044524627       -1
## 6907  0.96260388 0.045400406       -1
## 6908          NA 0.111083865        1
## 6909  0.83102493 0.049407097       -1
## 6910  0.83102493 0.066857003       -1
## 6911  0.96675900 0.080431584        1
## 6912          NA 0.164506411        1
## 6913  0.95429363 0.106704967       -1
## 6914  0.94182825 0.051263750       -1
## 6915  0.84764543 0.054158201       -1
## 6916  0.88227147 0.110645975       -1
## 6917  0.94321330 0.076052687       -1
## 6918  0.74238227 0.119841659       -1
## 6919  0.84487535 0.045400406       -1
## 6920  0.94459834 0.056347649       -1
## 6921  0.85872576 0.161559413       -1
## 6922  0.96537396 0.138233027       -1
## 6923  0.92659280 0.054596091       -1
## 6924  0.92797784 0.146947033       -1
## 6925  0.98060942 0.046276186        1
## 6926  0.69252078 0.069922231       -1
## 6927  0.96121884 0.110645975       -1
## 6928  0.92105263 0.055909760       -1
## 6929  0.92659280 0.061164436        1
## 6930  0.98199446 0.041897289       -1
## 6931  0.83102493 0.048027745       -1
## 6932  0.96952909 0.113711203        1
## 6933  0.83795014 0.071673790       -1
## 6934  0.93905817 0.047379668       -1
## 6935  0.90304709 0.102326070       -1
## 6936  0.91135734 0.067294892       -1
## 6937  0.81717452 0.070360121        1
## 6938  0.80055402 0.101450291        1
## 6939  0.90581717 0.097947173       -1
## 6940  0.99584488 0.062915995        1
## 6941  0.94598338 0.084810481       -1
## 6942  0.93213296 0.058537098       -1
## 6943  0.91274238 0.060288657       -1
## 6944  0.86149584 0.049779304       -1
## 6945  0.93628809 0.074301128       -1
## 6946  0.91966759 0.062915995       -1
## 6947  0.86288089 0.045400406       -1
## 6948  0.86842105 0.080431584       -1
## 6949  0.94044321 0.090940937       -1
## 6950  0.91689751 0.074739018        1
## 6951  0.97368421 0.100246094        1
## 6952  0.96675900 0.147866601        1
## 6953  0.83656510 0.096195614       -1
## 6954  0.89889197 0.065105444       -1
## 6955          NA 0.115462762       -1
## 6956  0.95983380 0.054596091       -1
## 6957  0.97645429 0.047589855       -1
## 6958  0.83102493 0.058537098        1
## 6959  0.98614958 0.054158201       -1
## 6960  0.91135734 0.045400406       -1
## 6961  0.82825485 0.032386324       -1
## 6962  0.94459834 0.102326070       -1
## 6963  0.97783934 0.070360121       -1
## 6964  0.96398892 0.044086737       -1
## 6965  0.94736842 0.069484341       -1
## 6966  0.91412742 0.027884817       -1
## 6967  0.94044321 0.040583619       -1
## 6968  0.99030471 0.067732782        1
## 6969          NA 0.060288657       -1
## 6970  0.92382271 0.057223429       -1
## 6971  0.90720222 0.039269950       -1
## 6972  0.86703601 0.066419113       -1
## 6973  0.83102493 0.071235900        1
## 6974  0.90720222 0.022498774       -1
## 6975  0.97229917 0.041021509       -1
## 6976  0.91135734 0.038832061       -1
## 6977  0.86980609 0.027884817        1
## 6978  0.76177285 0.243781966        1
## 6979  0.94875346 0.052406642       -1
## 6980  0.94459834 0.041021509       -1
## 6981  0.99307479 0.053720311        1
## 6982  0.88227147 0.076052687       -1
## 6983  0.92659280 0.062915995       -1
## 6984  0.91689751 0.121015204        1
## 6985  0.97091413 0.113711203       -1
## 6986  0.76177285 0.243781966       -1
## 6987  0.94321330 0.046714076       -1
## 6988  0.95706371 0.128398024       -1
## 6989  0.97922438 0.091816717       -1
## 6990  0.91689751 0.036642612       -1
## 6991  0.89750693 0.041897289       -1
## 6992  0.92382271 0.049779304       -1
## 6993  0.97506925 0.052489841       -1
## 6994  0.91689751 0.035328943       -1
## 6995  0.91828255 0.054158201       -1
## 6996  0.97229917 0.062802144       -1
## 6997  0.95567867 0.111521754        1
## 6998  0.92520776 0.103201850        1
## 6999  0.94182825 0.036642612       -1
## 7000  0.88642659 0.041897289       -1
## 7001  0.93074792 0.093130386       -1
## 7002  0.91135734 0.111083865        1
## 7003  0.90720222 0.062915995       -1
## 7004  0.94875346 0.041897289       -1
## 7005          NA 0.067294892        1
## 7006  0.72576177 0.132978351        1
## 7007  0.86288089 0.116338541        1
## 7008  0.98476454 0.062915995       -1
## 7009  0.91412742 0.043210958       -1
## 7010  0.88365651 0.030074266       -1
## 7011  0.84210526 0.091816717       -1
## 7012  0.93767313 0.041897289       -1
## 7013  0.90997230 0.097947173        1
## 7014  0.91135734 0.067732782        1
## 7015  0.98337950 0.102326070        1
## 7016  0.94459834 0.074301128        1
## 7017  0.83518006 0.039707840       -1
## 7018  0.92797784 0.110387620        1
## 7019  0.97368421 0.047589855       -1
## 7020  0.94044321 0.049481539       -1
## 7021  0.91412742 0.069922231       -1
## 7022  0.91966759 0.101450291       -1
## 7023  0.97922438 0.151369719        1
## 7024  0.97506925 0.045487984       -1
## 7025  0.92382271 0.058099208       -1
## 7026  0.90858726 0.062478106       -1
## 7027  0.84487535 0.071673790       -1
## 7028  0.92520776 0.474532334       -1
## 7029  0.98891967 0.091378827        1
## 7030  0.99584488 0.061164436       -1
## 7031  0.90997230 0.071673790       -1
## 7032          NA 0.089189379       -1
## 7033  0.84764543 0.171074757       -1
## 7034  0.95983380 0.069300427       -1
## 7035  0.97368421 0.111083865        1
## 7036  0.94736842 0.056347649       -1
## 7037  0.93905817 0.102326070       -1
## 7038  0.99722992 0.140860366        1
## 7039  0.94459834 0.058537098       -1
## 7040          NA 0.051530862       -1
## 7041  0.91551247 0.086999930        1
## 7042  0.95983380 0.062915995       -1
## 7043  0.97229917 0.120988930        1
## 7044  0.94875346 0.089189379       -1
## 7045  0.84764543 0.125534225        1
## 7046  0.91135734 0.057661319       -1
## 7047  0.83102493 0.038832061       -1
## 7048  0.95013850 0.117652210       -1
## 7049  0.86565097 0.083934702       -1
## 7050  0.97368421 0.130618125        1
## 7051  0.93074792 0.058537098       -1
## 7052  0.97506925 0.044305682       -1
## 7053  0.83102493 0.064207770       -1
## 7054  0.86565097 0.071673790       -1
## 7055  0.93490305 0.076928466       -1
## 7056  0.96675900 0.067294892       -1
## 7057  0.94182825 0.132978351       -1
## 7058  0.65789474 0.174577874        1
## 7059  0.91274238 0.067294892       -1
## 7060  0.90581717 0.025257479       -1
## 7061  0.82548476 0.143925594        1
## 7062  0.97506925 0.062915995       -1
## 7063  0.98753463 0.038832061       -1
## 7064  0.91274238 0.067294892       -1
## 7065  0.99722992 0.066419113       -1
## 7066  0.93490305 0.124220556        1
## 7067  0.94182825 0.054942023       -1
## 7068  0.95152355 0.059850767       -1
## 7069  0.98337950 0.054158201       -1
## 7070  0.88365651 0.062915995       -1
## 7071  0.91966759 0.069484341       -1
## 7072  0.86842105 0.065109823       -1
## 7073  0.93213296 0.168009528        1
## 7074  0.97229917 0.061164436       -1
## 7075  0.90997230 0.054158201        1
## 7076  0.83102493 0.062915995       -1
## 7077  0.93490305 0.049779304       -1
## 7078          NA 0.056347649       -1
## 7079  0.97645429 0.102326070        1
## 7080  0.90720222 0.055471870       -1
## 7081  0.92520776 0.083496812        1
## 7082  0.93767313 0.080431584        1
## 7083  0.91689751 0.069484341        1
## 7084  0.91689751 0.277481959        1
## 7085  0.85318560 0.097947173       -1
## 7086  0.87811634 0.129475233       -1
## 7087  0.94182825 0.056347649       -1
## 7088  0.92105263 0.076490577       -1
## 7089  0.93074792 0.197786030        1
## 7090  0.89612188 0.097071394       -1
## 7091  0.93767313 0.078242136       -1
## 7092  0.89612188 0.097071394       -1
## 7093  0.91689751 0.065981223       -1
## 7094  0.90304709 0.071783262       -1
## 7095  0.86288089 0.141740524       -1
## 7096  0.91274238 0.069484341       -1
## 7097  0.87950139 0.130788902       -1
## 7098  0.97368421 0.111083865        1
## 7099  0.91966759 0.108018637       -1
## 7100  0.90997230 0.041459399       -1
## 7101  0.93213296 0.073863238       -1
## 7102  0.94182825 0.118527990        1
## 7103  0.83379501 0.093568276       -1
## 7104  0.91412742 0.084810481       -1
## 7105  0.91828255 0.033638688       -1
## 7106  0.96814404 0.049779304       -1
## 7107  0.82271468 0.049341414       -1
## 7108  0.93905817 0.055471870       -1
## 7109  0.90720222 0.037518391       -1
## 7110  0.93490305 0.080431584       -1
## 7111  0.91966759 0.057661319       -1
## 7112  0.87257618 0.078242136       -1
## 7113  0.92797784 0.094006165       -1
## 7114  0.96121884 0.087875709        1
## 7115  0.91828255 0.089189379        1
## 7116  0.93905817 0.063791775       -1
## 7117  0.86011080 0.069484341       -1
## 7118  0.96260388 0.082621033        1
## 7119  0.97091413 0.064667554       -1
## 7120  0.97506925 0.088313599        1
## 7121  0.90027701 0.043210958       -1
## 7122  0.81163435 0.077077349       -1
## 7123  0.90997230 0.126410005        1
## 7124  0.92936288 0.057661319       -1
## 7125  0.53047091 0.196034471        1
## 7126  0.84210526 0.175015764        1
## 7127  0.97091413 0.045601836       -1
## 7128  0.85872576 0.115462762       -1
## 7129  0.93074792 0.041459399       -1
## 7130  0.92797784 0.036642612       -1
## 7131  0.99722992 0.001611434       -1
## 7132  0.90443213 0.076490577        1
## 7133  0.92936288 0.034453163       -1
## 7134  0.88088643 0.076052687       -1
## 7135  0.95290859 0.042335178       -1
## 7136  0.94598338 0.089189379        1
## 7137  0.92936288 0.062915995       -1
## 7138  0.92936288 0.068170672       -1
## 7139  0.94459834 0.054158201       -1
## 7140  0.85872576 0.054552302       -1
## 7141  0.91274238 0.063791775        1
## 7142  0.92105263 0.043648847       -1
## 7143  0.90997230 0.048903524       -1
## 7144  0.91412742 0.089627268        1
## 7145  0.82686981 0.063708576       -1
## 7146  0.85318560 0.119841659       -1
## 7147  0.97229917 0.072549569        1
## 7148  0.99722992 0.067294892        1
## 7149  0.82825485 0.023505920       -1
## 7150  0.88365651 0.036611960       -1
## 7151  0.88227147 0.054158201       -1
## 7152  0.86842105 0.095319835       -1
## 7153  0.96398892 0.057665697       -1
## 7154  0.96398892 0.100136622       -1
## 7155  0.92797784 0.034891053       -1
## 7156  0.90027701 0.128599454       -1
## 7157  0.96952909 0.092692496       -1
## 7158  0.97091413 0.062920374        1
## 7159  0.92659280 0.146145695       -1
## 7160  0.66481994 0.049779304       -1
## 7161          NA 0.082183143       -1
## 7162  0.95290859 0.060560149       -1
## 7163  0.92520776 0.056347649        1
## 7164  0.92520776 0.076052687       -1
## 7165  0.91828255 0.041021509       -1
## 7166  0.83795014 0.141736145       -1
## 7167  0.90027701 0.043210958       -1
## 7168  0.94182825 0.062915995       -1
## 7169          NA 0.069922231       -1
## 7170  0.94182825 0.068608562       -1
## 7171  0.91135734 0.124220556        1
## 7172  0.93767313 0.103477720       -1
## 7173  0.94044321 0.022630141       -1
## 7174  0.87811634 0.062915995       -1
## 7175  0.92797784 0.141298255       -1
## 7176  0.83102493 0.189466125        1
## 7177  0.91135734 0.073863238        1
## 7178  0.84072022 0.032263715       -1
## 7179  0.83102493 0.089189379       -1
## 7180  0.88088643 0.058537098       -1
## 7181  0.97091413 0.051530862       -1
## 7182  0.91412742 0.049779304       -1
## 7183          NA 0.043648847       -1
## 7184  0.87257618 0.049779304       -1
## 7185  0.92520776 0.058996882       -1
## 7186  0.87257618 0.049779304       -1
## 7187  0.96675900 0.076052687       -1
## 7188  0.83933518 0.110208085       -1
## 7189  0.99168975 0.045142051       -1
## 7190  0.96260388 0.058537098       -1
## 7191  0.66204986 0.079993694       -1
## 7192          NA 0.045400406       -1
## 7193  0.93767313 0.058974988       -1
## 7194  0.94321330 0.159961115       -1
## 7195  0.90997230 0.083496812       -1
## 7196  0.77562327 0.032263715       -1
## 7197  0.69252078 0.039615883       -1
## 7198  0.90027701 0.054158201       -1
## 7199  0.93074792 0.058537098       -1
## 7200  0.91689751 0.076052687        1
## 7201  0.90027701 0.059850767       -1
## 7202  0.96398892 0.041897289       -1
## 7203  0.97922438 0.106704967       -1
## 7204  0.99168975 0.027884817       -1
## 7205  0.91966759 0.054596091       -1
## 7206  0.91966759 0.054596091       -1
## 7207          NA 0.131226792       -1
## 7208          NA 0.043210958       -1
## 7209  0.93213296 0.048027745       -1
## 7210  0.95983380 0.102326070       -1
## 7211  0.94321330 0.056347649       -1
## 7212  0.91966759 0.069484341       -1
## 7213  0.95844875 0.044524627       -1
## 7214  0.97506925 0.049341414       -1
## 7215  0.83518006 0.104515519       -1
## 7216  0.96675900 0.123454249        1
## 7217  0.99168975 0.059850767        1
## 7218  0.96952909 0.045400406       -1
## 7219  0.86842105 0.275292510        1
## 7220  0.87396122 0.106704967       -1
## 7221  0.74792244 0.064229664       -1
## 7222  0.88504155 0.060726547       -1
## 7223  0.92382271 0.079993694       -1
## 7224  0.97645429 0.101888180        1
## 7225  0.83102493 0.132978351       -1
## 7226  0.97091413 0.049643558       -1
## 7227  0.96537396 0.048027745       -1
## 7228          NA 0.122468997       -1
## 7229  0.99722992 0.059412877       -1
## 7230  0.91689751 0.102326070       -1
## 7231  0.93213296 0.104953409       -1
## 7232  0.95567867 0.119841659       -1
## 7233  0.94044321 0.072987459       -1
## 7234  0.96537396 0.040145730       -1
## 7235  0.84626039 0.076052687       -1
## 7236  0.86842105 0.118090100       -1
## 7237  0.93767313 0.084810481       -1
## 7238  0.96952909 0.069484341        1
## 7239  0.91412742 0.051968752       -1
## 7240  0.90027701 0.065981223       -1
## 7241  0.94044321 0.102326070        1
## 7242  0.91135734 0.027446928       -1
## 7243  0.84626039 0.152731556        1
## 7244  0.92243767 0.047589855       -1
## 7245  0.83656510 0.046276186       -1
## 7246  0.99445983 0.037194353        1
## 7247          NA 0.036642612       -1
## 7248  0.99307479 0.065994360        1
## 7249  0.95429363 0.054596091       -1
## 7250  0.92382271 0.110208085        1
## 7251  0.90581717 0.080431584       -1
## 7252  0.97506925 0.048465634       -1
## 7253  0.87119114 0.054158201       -1
## 7254  0.93213296 0.101888180       -1
## 7255  0.92105263 0.056347649       -1
## 7256  0.93074792 0.064667554       -1
## 7257  0.97783934 0.060288657        1
## 7258  0.97506925 0.042773068       -1
## 7259  0.96675900 0.054158201       -1
## 7260  0.97091413 0.157938065        1
## 7261  0.95567867 0.071104533       -1
## 7262  0.92936288 0.146115042       -1
## 7263  0.85872576 0.043224094       -1
## 7264  0.87950139 0.084810481       -1
## 7265  0.96260388 0.098385063       -1
## 7266  0.87811634 0.062915995       -1
## 7267  0.87950139 0.143925594       -1
## 7268  0.99445983 0.044086737       -1
## 7269  0.83933518 0.102326070        1
## 7270  0.91966759 0.054158201       -1
## 7271  0.83795014 0.118965880       -1
## 7272          NA 0.145239263        1
## 7273  0.98337950 0.043210958       -1
## 7274  0.93905817 0.039707840       -1
## 7275  0.85872576 0.103639739       -1
## 7276          NA 0.145239263        1
## 7277  0.94736842 0.056785539       -1
## 7278  0.90304709 0.060726547       -1
## 7279  0.85457064 0.091816717       -1
## 7280  0.98891967 0.064667554        1
## 7281  0.80332410 0.115462762       -1
## 7282  0.90581717 0.069309185       -1
## 7283  0.96952909 0.068345828       -1
## 7284  0.93213296 0.045400406       -1
## 7285  0.95013850 0.198661809       -1
## 7286  0.95013850 0.198661809       -1
## 7287  0.95013850 0.198661809       -1
## 7288  0.95013850 0.198661809       -1
## 7289  0.95706371 0.090940937       -1
## 7290  0.95013850 0.058537098       -1
## 7291  0.95844875 0.106704967        1
## 7292  0.86149584 0.283174525       -1
## 7293  0.97368421 0.102326070        1
## 7294  0.85041551 0.233692987        1
## 7295  0.85041551 0.104515519       -1
## 7296  0.93767313 0.050655083       -1
## 7297  0.87257618 0.055809045       -1
## 7298  0.99861496 0.051530862       -1
## 7299  0.97506925 0.160127513        1
## 7300  0.97645429 0.039221782       -1
## 7301  0.90443213 0.378634485        1
## 7302  0.86703601 0.033577384       -1
## 7303  0.95152355 0.058099208       -1
## 7304  0.94182825 0.117455160        1
## 7305  0.95983380 0.068608562       -1
## 7306  0.93351801 0.045400406       -1
## 7307  0.84487535 0.025695369       -1
## 7308  0.99861496 0.091816717       -1
## 7309  0.90720222 0.037518391       -1
## 7310  0.97922438 0.225373082        1
## 7311  0.94459834 0.041021509        1
## 7312  0.87950139 0.069484341       -1
## 7313  0.98753463 0.115462762       -1
## 7314  0.86565097 0.115024872       -1
## 7315  0.82825485 0.189904015       -1
## 7316          NA 0.145239263        1
## 7317          NA 0.145239263        1
## 7318  0.83656510 0.157938065       -1
## 7319  0.91135734 0.076052687       -1
## 7320  0.97506925 0.093568276        1
## 7321  0.89473684 0.080431584        1
## 7322  0.83102493 0.124220556       -1
## 7323  0.92797784 0.096195614       -1
## 7324  0.87119114 0.143969383       -1
## 7325  0.87396122 0.089189379       -1
## 7326  0.94182825 0.126410005        1
## 7327  0.86149584 0.049779304       -1
## 7328  0.94459834 0.091816717       -1
## 7329  0.91551247 0.060726547        1
## 7330  0.95983380 0.058537098       -1
## 7331  0.97368421 0.056347649       -1
## 7332  0.91828255 0.102326070        1
## 7333  0.83933518 0.123344777        1
## 7334  0.98060942 0.115462762        1
## 7335  0.99030471 0.054158201        1
## 7336  0.95152355 0.089009844       -1
## 7337  0.90997230 0.060726547       -1
## 7338  0.83102493 0.095319835       -1
## 7339          NA 0.124220556        1
## 7340  0.97506925 0.161441183        1
## 7341  0.73407202 0.149180270        1
## 7342  0.93213296 0.080431584       -1
## 7343  0.92936288 0.059412877       -1
## 7344  0.91551247 0.041021509       -1
## 7345  0.93628809 0.061164436       -1
## 7346  0.94598338 0.080431584       -1
## 7347  0.92797784 0.040583619       -1
## 7348  0.97922438 0.060726547       -1
## 7349  0.96952909 0.077804246        1
## 7350  0.91828255 0.051968752       -1
## 7351  0.95567867 0.093568276       -1
## 7352  0.93074792 0.163630631       -1
## 7353  0.94736842 0.146115042        1
## 7354  0.90166205 0.028322707       -1
## 7355  0.83102493 0.049779304       -1
## 7356  0.99722992 0.052406642       -1
## 7357  0.93628809 0.102326070       -1
## 7358          NA 0.117214321       -1
## 7359  0.83102493 0.108894416       -1
## 7360  0.97368421 0.042107476       -1
## 7361  0.97506925 0.168009528        1
## 7362  0.90581717 0.061164436        1
## 7363  0.94459834 0.052428536       -1
## 7364  0.90720222 0.084810481       -1
## 7365  0.96675900 0.073863238       -1
## 7366  0.94182825 0.056347649       -1
## 7367          NA 0.086999930       -1
## 7368  0.93351801 0.113273313        1
## 7369  0.97922438 0.049779304       -1
## 7370  0.83102493 0.171854200       -1
## 7371  0.99307479 0.093568276       -1
## 7372  0.94598338 0.049779304       -1
## 7373  0.98614958 0.233692987        1
## 7374  0.93628809 0.127285784        1
## 7375  0.84072022 0.071673790       -1
## 7376  0.90858726 0.084810481       -1
## 7377  0.99168975 0.062915995        1
## 7378  0.90720222 0.088751489        1
## 7379  0.90720222 0.088751489        1
## 7380  0.90720222 0.065547712        1
## 7381  0.93074792 0.175015764       -1
## 7382  0.96398892 0.189904015        1
## 7383  0.90720222 0.080431584       -1
## 7384  0.82825485 0.046276186       -1
## 7385  0.97229917 0.045400406       -1
## 7386  0.99030471 0.035771211       -1
## 7387  0.94182825 0.093572655       -1
## 7388          NA 0.047151965        1
## 7389  0.99584488 0.084810481       -1
## 7390  0.83102493 0.131226792       -1
## 7391  0.84487535 0.063791775        1
## 7392  0.91412742 0.211798501        1
## 7393  0.86980609 0.103201850        1
## 7394  0.92797784 0.093568276       -1
## 7395  0.95983380 0.168009528        1
## 7396  0.92936288 0.057775170       -1
## 7397  0.89889197 0.037956281       -1
## 7398  0.83102493 0.074305507       -1
## 7399  0.94736842 0.146115042        1
## 7400  0.93213296 0.065105444       -1
## 7401  0.92382271 0.045159567       -1
## 7402  0.90720222 0.055033980       -1
## 7403  0.92797784 0.092692496       -1
## 7404  0.92520776 0.048027745       -1
## 7405  0.96952909 0.069484341        1
## 7406  0.91689751 0.071673790       -1
## 7407  0.96537396 0.049779304       -1
## 7408  0.92382271 0.054648637       -1
## 7409  0.83102493 0.040145730       -1
## 7410  0.90858726 0.108456526       -1
## 7411  0.84072022 0.058537098       -1
## 7412  0.86149584 0.108894416       -1
## 7413  0.91689751 0.054158201       -1
## 7414  0.81717452 0.079117915       -1
## 7415  0.93628809 0.049779304       -1
## 7416  0.93905817 0.059631822       -1
## 7417  0.97368421 0.053282421       -1
## 7418  0.86149584 0.108894416       -1
## 7419  0.97645429 0.065105444       -1
## 7420  0.95844875 0.054158201       -1
## 7421  0.93213296 0.115462762       -1
## 7422  0.98060942 0.055471870       -1
## 7423  0.94182825 0.084810481        1
## 7424  0.83102493 0.122933161       -1
## 7425          NA 0.048465634       -1
## 7426  0.97091413 0.064667554       -1
## 7427  0.83102493 0.080431584       -1
## 7428  0.99722992 0.047589855       -1
## 7429  0.99722992 0.047589855       -1
## 7430  0.91274238 0.043210958       -1
## 7431  0.90027701 0.046714076       -1
## 7432  0.93905817 0.162754852       -1
## 7433  0.98199446 0.037080502       -1
## 7434          NA 0.076052687       -1
## 7435  0.90858726 0.080431584        1
## 7436  0.91828255 0.096195614        1
## 7437  0.79362881 0.130351012       -1
## 7438  0.97645429 0.065981223       -1
## 7439  0.84072022 0.063612240       -1
## 7440  0.91135734 0.045400406       -1
## 7441  0.91966759 0.093568276       -1
## 7442  0.92936288 0.051092973       -1
## 7443  0.91966759 0.035766832       -1
## 7444  0.83102493 0.065512681       -1
## 7445  0.83102493 0.087875709       -1
## 7446  0.90166205 0.080431584       -1
## 7447          NA 0.114149093       -1
## 7448  0.87950139 0.159689624       -1
## 7449  0.91966759 0.076052687       -1
## 7450  0.99168975 0.054158201       -1
## 7451  0.97783934 0.063314475       -1
## 7452  0.96260388 0.071170216       -1
## 7453  0.93351801 0.155310727        1
## 7454  0.94044321 0.063353885       -1
## 7455  0.92382271 0.124658446       -1
## 7456  0.94182825 0.076052687       -1
## 7457  0.90997230 0.086124150       -1
## 7458  0.83102493 0.071673790       -1
## 7459  0.92520776 0.044064843       -1
## 7460  0.98199446 0.041678344       -1
## 7461  0.89473684 0.219242626        1
## 7462  0.91135734 0.058537098       -1
## 7463  0.91966759 0.058537098       -1
## 7464  0.91828255 0.113273313       -1
## 7465  0.87534626 0.073114447        1
## 7466          NA 0.059412877       -1
## 7467  0.94736842 0.055471870       -1
## 7468  0.91966759 0.056347649        1
## 7469          NA 0.076052687       -1
## 7470  0.92105263 0.070973166       -1
## 7471  0.93213296 0.050217193       -1
## 7472  0.91274238 0.052406642       -1
## 7473  0.94736842 0.097947173       -1
## 7474  0.99722992 0.062915995       -1
## 7475  0.93767313 0.023505920       -1
## 7476  0.94321330 0.126410005       -1
## 7477  0.97783934 0.071673790        1
## 7478  0.97922438 0.090940937       -1
## 7479  0.83795014 0.146115042        1
## 7480  0.98337950 0.128599454        1
## 7481          NA 0.102326070        1
## 7482  0.99584488 0.054158201       -1
## 7483  0.95152355 0.079117915       -1
## 7484  0.84626039 0.154434947       -1
## 7485  0.83102493 0.080431584       -1
## 7486  0.92797784 0.067067190       -1
## 7487  0.97368421 0.102326070        1
## 7488  0.91551247 0.062915995       -1
## 7489  0.97506925 0.041021509       -1
## 7490  0.84626039 0.152731556        1
## 7491  0.95844875 0.123344777        1
## 7492  0.85872576 0.115462762       -1
## 7493  0.83656510 0.115462762        1
## 7494  0.98060942 0.059412877        1
## 7495  0.95844875 0.163630631        1
## 7496  0.90304709 0.108018637        1
## 7497  0.56371191 0.281422966        1
## 7498  0.87257618 0.045400406       -1
## 7499  0.98337950 0.091378827        1
## 7500  0.92520776 0.358522210        1
## 7501  0.94598338 0.097947173       -1
## 7502  0.95013850 0.141736145        1
## 7503  0.93767313 0.048084670       -1
## 7504  0.87257618 0.146115042        1
## 7505  0.99722992 0.059412877       -1
## 7506  0.91274238 0.124947453        1
## 7507  0.86980609 0.079993694       -1
## 7508  0.76177285 0.115462762        1
## 7509          NA 0.132978351        1
## 7510  0.88088643 0.084810481       -1
## 7511  0.96675900 0.214425839        1
## 7512  0.97783934 0.093568276        1
## 7513  0.92797784 0.299376445        1
## 7514  0.98337950 0.089189379        1
## 7515  0.98753463 0.055033980        1
## 7516  0.97229917 0.043210958       -1
## 7517  0.83102493 0.404907868       -1
## 7518  0.98753463 0.130118931        1
## 7519  0.97091413 0.102763960        1
## 7520  0.91135734 0.068170672        1
## 7521  0.91274238 0.059745674       -1
## 7522  0.92105263 0.090065158       -1
## 7523  0.91135734 0.115900652       -1
## 7524  0.91135734 0.084810481        1
## 7525  0.99445983 0.038832061       -1
## 7526  0.98337950 0.116776431        1
## 7527  0.88227147 0.089189379       -1
## 7528  0.96398892 0.049779304       -1
## 7529  0.94044321 0.131178624       -1
## 7530  0.94182825 0.089189379        1
## 7531  0.96260388 0.194282912        1
## 7532  0.98337950 0.116776431        1
## 7533  0.91412742 0.046276186       -1
## 7534          NA 0.111083865       -1
## 7535  0.94459834 0.097947173        1
## 7536  0.91135734 0.080431584        1
## 7537  0.86288089 0.062915995       -1
## 7538  0.93351801 0.115462762       -1
## 7539  0.84487535 0.095757724       -1
## 7540  0.90027701 0.192969243       -1
## 7541  0.91828255 0.062915995       -1
## 7542  0.83102493 0.140860366        1
## 7543  0.99584488 0.111083865        1
## 7544  0.97368421 0.097947173       -1
## 7545  0.86980609 0.065057276       -1
## 7546  0.93905817 0.135233483        1
## 7547  0.74515235 0.222307854       -1
## 7548  0.97368421 0.097947173       -1
## 7549  0.86980609 0.065057276       -1
## 7550  0.74515235 0.222307854       -1
## 7551  0.83656510 0.058537098        1
## 7552  0.91689751 0.146990822        1
## 7553  0.80886427 0.214863729        1
## 7554  0.98614958 0.067732782        1
## 7555  0.99307479 0.046714076       -1
## 7556  0.91966759 0.062915995       -1
## 7557  0.81717452 0.250332796        1
## 7558  0.90720222 0.048903524       -1
## 7559  0.62188366 0.203040706        1
## 7560  0.86703601 0.146115042       -1
## 7561          NA 0.080431584       -1
## 7562  0.96814404 0.124220556        1
## 7563  0.93628809 0.080431584       -1
## 7564  0.88642659 0.062915995       -1
## 7565  0.83102493 0.072282456       -1
## 7566  0.99861496 0.068608562       -1
## 7567  0.74792244 0.023505920       -1
## 7568  0.91412742 0.051530862        1
## 7569  0.83102493 0.057661319       -1
## 7570  0.99307479 0.082621033       -1
## 7571  0.77562327 0.176022910        1
## 7572  0.96952909 0.132978351        1
## 7573  0.95567867 0.189904015        1
## 7574  0.97506925 0.117652210        1
## 7575  0.84487535 0.062679535       -1
## 7576  0.91274238 0.097272823       -1
## 7577  0.66204986 0.238071884       -1
## 7578  0.87257618 0.052844532       -1
## 7579  0.98199446 0.044301303       -1
## 7580  0.88088643 0.038394171       -1
## 7581  0.97368421 0.079555805       -1
## 7582  0.96398892 0.098822952       -1
## 7583  0.97368421 0.047589855       -1
## 7584  0.94182825 0.058537098       -1
## 7585  0.98476454 0.011245008       -1
## 7586  0.95013850 0.158375955       -1
## 7587  0.87950139 0.039532684       -1
## 7588  0.93490305 0.058537098       -1
## 7589  0.76592798 0.071673790       -1
## 7590  0.83102493 0.163849576        1
## 7591  0.93490305 0.153997057       -1
## 7592  0.83102493 0.080431584       -1
## 7593  0.87257618 0.101450291       -1
## 7594  0.88088643 0.036642612       -1
## 7595  0.87811634 0.036642612       -1
## 7596  0.93767313 0.067294892       -1
## 7597  0.92659280 0.035828137       -1
## 7598          NA 0.058537098       -1
## 7599  0.96952909 0.128599454       -1
## 7600  0.97229917 0.069484341        1
## 7601  0.96260388 0.096195614       -1
## 7602  0.95567867 0.037080502       -1
## 7603  0.87257618 0.043210958       -1
## 7604  0.96398892 0.054596091       -1
## 7605          NA 0.037080502       -1
## 7606  0.78116343 0.049779304       -1
## 7607  0.87534626 0.133416240       -1
## 7608  0.86426593 0.089189379       -1
## 7609  0.93905817 0.078680025        1
## 7610  0.92243767 0.049341414       -1
## 7611  0.94044321 0.084810481        1
## 7612  0.92936288 0.041021509       -1
## 7613  0.83102493 0.023505920       -1
## 7614  0.90027701 0.032263715       -1
## 7615  0.93351801 0.093568276       -1
## 7616  0.93074792 0.070798010       -1
## 7617  0.99030471 0.081307364       -1
## 7618  0.92382271 0.046714076       -1
## 7619  0.69252078 0.111083865        1
## 7620  0.93628809 0.047589855       -1
## 7621  0.85872576 0.047589855       -1
## 7622  0.94321330 0.099917677       -1
## 7623  0.97091413 0.140860366       -1
## 7624  0.94321330 0.072987459       -1
## 7625  0.87257618 0.064229664       -1
## 7626  0.81717452 0.045400406       -1
## 7627          NA 0.149618160        1
## 7628  0.83102493 0.073311497       -1
## 7629  0.83102493 0.097947173        1
## 7630  0.99168975 0.104515519       -1
## 7631  0.97783934 0.078242136        1
## 7632  0.85872576 0.038832061       -1
## 7633  0.94598338 0.118527990       -1
## 7634  0.90720222 0.092692496        1
## 7635  0.99861496 0.053720311       -1
## 7636  0.96675900 0.034453163       -1
## 7637  0.91412742 0.062915995       -1
## 7638  0.93074792 0.199099699       -1
## 7639          NA 0.045838296       -1
## 7640  0.83102493 0.146115042       -1
## 7641  0.90027701 0.071673790       -1
## 7642  0.95567867 0.108894416        1
## 7643  0.94459834 0.067294892       -1
## 7644  0.93628809 0.105391298        1
## 7645  0.93351801 0.112835424       -1
## 7646  0.93213296 0.074301128       -1
## 7647  0.91966759 0.062915995       -1
## 7648  0.88504155 0.034453163       -1
## 7649  0.87811634 0.086999930       -1
## 7650  0.90720222 0.073863238       -1
## 7651  0.93628809 0.025695369       -1
## 7652  0.97368421 0.139546697        1
## 7653  0.93213296 0.098822952       -1
## 7654  0.98060942 0.116776431       -1
## 7655  0.98476454 0.126410005       -1
## 7656  0.91274238 0.067294892        1
## 7657  0.56509695 0.192093463        1
## 7658          NA 0.060726547       -1
## 7659  0.86842105 0.038832061       -1
## 7660  0.97091413 0.051263750       -1
## 7661  0.90304709 0.047589855       -1
## 7662  0.94182825 0.105391298       -1
## 7663  0.88365651 0.080431584        1
## 7664  0.83102493 0.083058922       -1
## 7665          NA 0.104953409        1
## 7666  0.95706371 0.067294892       -1
## 7667  0.92659280 0.033708751       -1
## 7668  0.83102493 0.090065158       -1
## 7669  0.93074792 0.076052687       -1
## 7670  0.83102493 0.041897289       -1
## 7671  0.97506925 0.097947173        1
## 7672  0.83102493 0.069922231       -1
## 7673  0.87950139 0.048903524       -1
## 7674  0.93074792 0.119841659       -1
## 7675  0.97783934 0.045400406       -1
## 7676  0.91135734 0.137357248       -1
## 7677  0.85041551 0.072987459       -1
## 7678  0.99722992 0.115462762        1
## 7679  0.97368421 0.047589855       -1
## 7680  0.69252078 0.036642612       -1
## 7681  0.91135734 0.049779304       -1
## 7682  0.95706371 0.150493940        1
## 7683  0.92520776 0.076928466       -1
## 7684  0.87119114 0.058537098       -1
## 7685  0.96952909 0.048465634       -1
## 7686          NA 0.115462762       -1
## 7687  0.92105263 0.080431584       -1
## 7688  0.91274238 0.108894416       -1
## 7689  0.91689751 0.067294892       -1
## 7690  0.97229917 0.047151965       -1
## 7691  0.98753463 0.069484341       -1
## 7692  0.92936288 0.056347649       -1
## 7693  0.39335180 0.071673790        1
## 7694  0.39335180 0.071673790        1
## 7695  0.39335180 0.071673790        1
## 7696  0.99861496 0.050217193       -1
## 7697  0.94875346 0.049779304       -1
## 7698  0.92243767 0.068766202        1
## 7699          NA 0.041021509       -1
## 7700  0.93628809 0.068586667       -1
## 7701  0.90581717 0.084810481       -1
## 7702  0.91412742 0.071673790       -1
## 7703          NA 0.068608562       -1
## 7704  0.93628809 0.039707840        1
## 7705  0.94182825 0.139135080       -1
## 7706  0.88088643 0.072111679       -1
## 7707  0.91551247 0.062915995       -1
## 7708  0.91966759 0.062915995       -1
## 7709  0.92659280 0.041021509       -1
## 7710  0.91274238 0.091378827       -1
## 7711  0.83102493 0.032263715       -1
## 7712  0.57894737 0.080431584       -1
## 7713  0.83102493 0.141736145       -1
## 7714  0.85872576 0.036642612       -1
## 7715  0.92797784 0.075176907       -1
## 7716  0.85872576 0.089189379       -1
## 7717  0.96814404 0.091378827       -1
## 7718  0.92520776 0.097509283       -1
## 7719  0.92520776 0.097509283       -1
## 7720  0.86703601 0.093568276       -1
## 7721  0.85872576 0.060726547       -1
## 7722  0.85872576 0.027009038       -1
## 7723  0.93628809 0.056785539       -1
## 7724  0.99030471 0.052406642       -1
## 7725  0.82825485 0.089189379       -1
## 7726  0.95706371 0.111521754        1
## 7727  0.96121884 0.185525117       -1
## 7728  0.85872576 0.069484341       -1
## 7729  0.92105263 0.146115042       -1
## 7730  0.96260388 0.097947173       -1
## 7731  0.95567867 0.071673790       -1
## 7732  0.91412742 0.030074266       -1
## 7733  0.83102493 0.015186016       -1
## 7734  0.80470914 0.067294892       -1
## 7735  0.92936288 0.048071534       -1
## 7736  0.66204986 0.087875709       -1
## 7737  0.96675900 0.058537098       -1
## 7738  0.72022161 0.043210958       -1
## 7739  0.95983380 0.143925594        1
## 7740          NA 0.203040706        1
## 7741  0.93905817 0.142611925        1
## 7742  0.96121884 0.071673790       -1
## 7743  0.83933518 0.146115042        1
## 7744  0.83102493 0.062915995       -1
## 7745  0.90858726 0.072987459       -1
## 7746          NA 0.061164436        1
## 7747  0.88642659 0.041021509       -1
## 7748  0.41551247 0.047589855       -1
## 7749  0.98476454 0.132978351       -1
## 7750  0.82825485 0.042335178       -1
## 7751  0.90027701 0.058537098       -1
## 7752  0.76177285 0.043561270       -1
## 7753  0.87673130 0.043210958       -1
## 7754  0.95290859 0.048465634       -1
## 7755  0.90027701 0.124220556       -1
## 7756  0.96675900 0.198661809        1
## 7757  0.98614958 0.009493449       -1
## 7758  0.99168975 0.093568276       -1
## 7759  0.89750693 0.128599454       -1
## 7760          NA 0.057661319       -1
## 7761  0.95290859 0.041021509       -1
## 7762          NA 0.124220556       -1
## 7763  0.92105263 0.076928466       -1
## 7764  0.96675900 0.058537098       -1
## 7765  0.76177285 0.017375464       -1
## 7766  0.90997230 0.071673790       -1
## 7767  0.88642659 0.032263715       -1
## 7768  0.90858726 0.029636376       -1
## 7769  0.94459834 0.081307364       -1
## 7770  0.93767313 0.051092973       -1
## 7771  0.89335180 0.121593218       -1
## 7772  0.92797784 0.062915995       -1
## 7773  0.89612188 0.093568276       -1
## 7774  0.91551247 0.067294892        1
## 7775  0.59556787 0.051968752       -1
## 7776  0.78808864 0.223621523       -1
## 7777  0.90720222 0.067294892       -1
## 7778  0.96398892 0.058537098       -1
## 7779  0.91689751 0.097947173       -1
## 7780  0.83518006 0.084810481        1
## 7781  0.99307479 0.037080502       -1
## 7782  0.97922438 0.069046451        1
## 7783  0.82963989 0.055524417       -1
## 7784  0.83102493 0.023505920       -1
## 7785  0.93905817 0.086706544        1
## 7786  0.97368421 0.124220556        1
## 7787          NA 0.041459399       -1
## 7788  0.89750693 0.053282421       -1
## 7789          NA 0.036642612       -1
## 7790  0.97091413 0.108456526       -1
## 7791  0.97922438 0.063222518        1
## 7792  0.83102493 0.062915995       -1
## 7793  0.82409972 0.045400406       -1
## 7794  0.92105263 0.039269950       -1
## 7795  0.91551247 0.137357248       -1
## 7796  0.97091413 0.146115042       -1
## 7797  0.93905817 0.124220556        1
## 7798  0.91828255 0.106704967       -1
## 7799  0.95567867 0.130351012        1
## 7800          NA 0.044962517       -1
## 7801  0.98060942 0.124220556       -1
## 7802  0.91412742 0.129540916        1
## 7803  0.90027701 0.084810481       -1
## 7804  0.92520776 0.080431584       -1
## 7805  0.98476454 0.049779304       -1
## 7806  0.91551247 0.045400406       -1
## 7807  0.90304709 0.054158201       -1
## 7808  0.83102493 0.038832061       -1
## 7809  0.99445983 0.130788902        1
## 7810  0.93490305 0.058537098       -1
## 7811          NA 0.045400406       -1
## 7812  0.97645429 0.157062285        1
## 7813  0.91412742 0.129540916        1
## 7814  0.98476454 0.108894416       -1
## 7815  0.75069252 0.080431584       -1
## 7816  0.95706371 0.092254607       -1
## 7817  0.91412742 0.115462762       -1
## 7818  0.80055402 0.080431584       -1
## 7819          NA 0.104077629       -1
## 7820  0.63850416 0.255587473        1
## 7821  0.92520776 0.058537098       -1
## 7822  0.92520776 0.093568276       -1
## 7823  0.98060942 0.044524627       -1
## 7824  0.73407202 0.150493940       -1
## 7825  0.96121884 0.224935192        1
## 7826  0.99307479 0.024381700       -1
## 7827          NA 0.036642612       -1
## 7828          NA 0.153121278        1
## 7829  0.96260388 0.102326070       -1
## 7830  0.87811634 0.085686261       -1
## 7831  0.95983380 0.093568276       -1
## 7832  0.95983380 0.093568276       -1
## 7833          NA 0.021316472       -1
## 7834  0.95844875 0.067294892       -1
## 7835  0.96675900 0.080431584       -1
## 7836          NA 0.096195614        1
## 7837  0.96675900 0.208733273        1
## 7838  0.82548476 0.106704967       -1
## 7839  0.85872576 0.034891053       -1
## 7840  0.98476454 0.067294892       -1
## 7841          NA 0.070798010       -1
## 7842  0.90443213 0.043210958       -1
## 7843  0.93074792 0.076052687       -1
## 7844          NA 0.073863238       -1
## 7845  0.97091413 0.039707840       -1
## 7846  0.91828255 0.048465634       -1
## 7847  0.84903047 0.220556295       -1
## 7848  0.93074792 0.053282421       -1
## 7849  0.97229917 0.073863238       -1
## 7850          NA 0.079993694       -1
## 7851  0.88642659 0.062915995       -1
## 7852  0.83102493 0.124220556       -1
## 7853  0.97091413 0.098385063        1
## 7854  0.86980609 0.072987459       -1
## 7855  0.91828255 0.059850767       -1
## 7856  0.95429363 0.056347649       -1
## 7857  0.95429363 0.093568276       -1
## 7858  0.87257618 0.030074266       -1
## 7859          NA 0.119841659        1
## 7860  0.90443213 0.189904015       -1
## 7861  0.96537396 0.080431584       -1
## 7862  0.87673130 0.102326070       -1
## 7863  0.93490305 0.106704967       -1
## 7864  0.92659280 0.040145730       -1
## 7865  0.96952909 0.049779304       -1
## 7866  0.93490305 0.057442374       -1
## 7867  0.90581717 0.058537098       -1
## 7868  0.83102493 0.058974988       -1
## 7869  0.86426593 0.095757724       -1
## 7870  0.90858726 0.034453163       -1
## 7871  0.92105263 0.069046451       -1
## 7872  0.98614958 0.318621698        1
## 7873  0.90997230 0.054158201       -1
## 7874  0.91412742 0.168009528        1
## 7875  0.86980609 0.032263715       -1
## 7876  0.92797784 0.080431584       -1
## 7877  0.88088643 0.047151965       -1
## 7878  0.85872576 0.036642612       -1
## 7879  0.88642659 0.045400406       -1
## 7880  0.81717452 0.152683388       -1
## 7881  0.85872576 0.035328943       -1
## 7882  0.96537396 0.161441183       -1
## 7883  0.86980609 0.032263715       -1
## 7884  0.92797784 0.081745253       -1
## 7885  0.86288089 0.134729910        1
## 7886  0.92797784 0.097947173       -1
## 7887  0.94044321 0.122468997       -1
## 7888  0.92797784 0.040583619       -1
## 7889  0.90027701 0.093568276        1
## 7890  0.93490305 0.049779304       -1
## 7891  0.92105263 0.054158201       -1
## 7892  0.97368421 0.080869474        1
## 7893  0.99445983 0.105391298        1
## 7894          NA 0.060726547       -1
## 7895          NA 0.100136622        1
## 7896          NA 0.080431584       -1
## 7897  0.92797784 0.205668045        1
## 7898  0.83518006 0.089627268       -1
## 7899  0.91412742 0.032701604       -1
## 7900  0.93351801 0.371190359       -1
## 7901  0.96814404 0.091816717       -1
## 7902          NA 0.093568276       -1
## 7903  0.91551247 0.137357248       -1
## 7904  0.93905817 0.087875709       -1
## 7905  0.91412742 0.036642612       -1
## 7906  0.86426593 0.124220556        1
## 7907  0.94321330 0.097071394       -1
## 7908  0.93905817 0.084810481       -1
## 7909  0.92520776 0.082621033       -1
## 7910  0.91828255 0.043648847       -1
## 7911  0.95013850 0.041021509       -1
## 7912  0.91274238 0.076928466       -1
## 7913  0.87950139 0.033840118       -1
## 7914  0.97091413 0.111083865       -1
## 7915  0.91412742 0.121593218        1
## 7916  0.96814404 0.046442584       -1
## 7917  0.83102493 0.024381700       -1
## 7918  0.95429363 0.049122469       -1
## 7919  0.87811634 0.054158201       -1
## 7920  0.89750693 0.023505920       -1
## 7921  0.96121884 0.052625587       -1
## 7922  0.93074792 0.133131612        1
## 7923  0.93351801 0.113273313       -1
## 7924  0.97783934 0.054635501       -1
## 7925          NA 0.056347649       -1
## 7926  0.90166205 0.068170672       -1
## 7927  0.86980609 0.032263715       -1
## 7928  0.92659280 0.077366356       -1
## 7929  0.96398892 0.132978351        1
## 7930  0.90166205 0.082621033       -1
## 7931  0.91689751 0.084810481       -1
## 7932          NA 0.172826315        1
## 7933  0.96952909 0.124220556        1
## 7934  0.93351801 0.124220556       -1
## 7935  0.76177285 0.054596091       -1
## 7936  0.67728532 0.045838296       -1
## 7937  0.86980609 0.075176907       -1
## 7938  0.99861496 0.058129861       -1
## 7939  0.97506925 0.117652210        1
## 7940  0.87673130 0.056347649       -1
## 7941  0.95429363 0.042773068       -1
## 7942  0.83102493 0.045400406       -1
## 7943  0.90166205 0.082621033       -1
## 7944  0.86980609 0.027884817       -1
## 7945  0.76177285 0.021316472       -1
## 7946  0.93905817 0.117652210       -1
## 7947  0.95429363 0.045838296       -1
## 7948  0.90720222 0.097947173       -1
## 7949  0.93628809 0.130351012        1
## 7950  0.92105263 0.076928466       -1
## 7951  0.97645429 0.146115042        1
## 7952  0.82409972 0.062915995       -1
## 7953  0.96814404 0.097947173       -1
## 7954  0.88227147 0.036642612       -1
## 7955  0.86980609 0.086562040       -1
## 7956  0.92520776 0.058537098       -1
## 7957  0.90581717 0.173264205       -1
## 7958  0.92243767 0.108018637       -1
## 7959  0.85872576 0.086999930       -1
## 7960  0.96952909 0.114149093        1
## 7961  0.95567867 0.082621033       -1
## 7962          NA 0.060288657       -1
## 7963  0.93351801 0.080431584       -1
## 7964  0.95429363 0.114586982        1
## 7965  0.83102493 0.097947173       -1
## 7966  0.95706371 0.107580747       -1
## 7967  0.92520776 0.067294892       -1
## 7968  0.99030471 0.080431584        1
## 7969  0.99722992 0.071673790       -1
## 7970  0.98337950 0.072549569        1
## 7971  0.83240997 0.039269950       -1
## 7972  0.88642659 0.042335178       -1
## 7973  0.99030471 0.050225951       -1
## 7974  0.98476454 0.031387935       -1
## 7975  0.96537396 0.117214321       -1
## 7976  0.92382271 0.036642612       -1
## 7977  0.93213296 0.044524627       -1
## 7978  0.97368421 0.076052687       -1
## 7979  0.90304709 0.146115042        1
## 7980  0.90720222 0.062915995       -1
## 7981  0.93767313 0.089189379       -1
## 7982  0.96814404 0.168009528       -1
## 7983  0.76177285 0.049779304       -1
## 7984  0.93213296 0.051968752       -1
## 7985  0.90997230 0.071235900       -1
## 7986  0.87257618 0.062040216       -1
## 7987  0.94182825 0.046714076       -1
## 7988  0.99307479 0.152683388        1
## 7989  0.94044321 0.062915995       -1
## 7990  0.97783934 0.120717439       -1
## 7991  0.96537396 0.108894416       -1
## 7992  0.91135734 0.041021509       -1
## 7993  0.97645429 0.111083865       -1
## 7994  0.88642659 0.054158201       -1
## 7995  0.92797784 0.080431584       -1
## 7996  0.85872576 0.041021509       -1
## 7997  0.93628809 0.064229664       -1
## 7998  0.99168975 0.268724165        1
## 7999  0.92936288 0.062915995       -1
## 8000  0.97645429 0.082183143        1
## 8001  0.93628809 0.117652210       -1
## 8002          NA 0.097947173        1
## 8003  0.41551247 0.058537098       -1
## 8004  0.94182825 0.110208085       -1
## 8005  0.94875346 0.091378827       -1
## 8006  0.91828255 0.082621033       -1
## 8007  0.93628809 0.084810481       -1
## 8008  0.93628809 0.083496812       -1
## 8009          NA 0.051968752       -1
## 8010  0.86426593 0.084552126       -1
## 8011  0.26592798 0.124220556       -1
## 8012  0.94875346 0.101012401       -1
## 8013  0.89473684 0.155310727        1
## 8014  0.91274238 0.056347649       -1
## 8015  0.83102493 0.045400406       -1
## 8016  0.83102493 0.045400406       -1
## 8017  0.90720222 0.084810481       -1
## 8018  0.90720222 0.240699222       -1
## 8019  0.83795014 0.049779304       -1
## 8020          NA 0.128599454       -1
## 8021  0.83102493 0.057648182       -1
## 8022  0.83102493 0.067640825       -1
## 8023  0.83102493 0.060612695       -1
## 8024  0.83102493 0.034094094       -1
## 8025  0.93905817 0.082183143       -1
## 8026          NA 0.128599454       -1
## 8027  0.90720222 0.189904015       -1
## 8028  0.91966759 0.067294892       -1
## 8029  0.81163435 0.076052687       -1
## 8030  0.85872576 0.132978351        1
## 8031          NA 0.088751489       -1
## 8032          NA 0.080431584       -1
## 8033  0.90304709 0.103639739       -1
## 8034  0.92243767 0.047151965       -1
## 8035  0.94459834 0.109332306       -1
## 8036  0.91412742 0.067294892       -1
## 8037  0.99584488 0.063638513       -1
## 8038  0.90027701 0.060726547       -1
## 8039  0.95013850 0.005990331       -1
## 8040  0.90443213 0.044086737       -1
## 8041          NA 0.105829188       -1
## 8042  0.91689751 0.051968752       -1
## 8043  0.83102493 0.058537098       -1
## 8044  0.99722992 0.041897289       -1
## 8045  0.73407202 0.023505920       -1
## 8046  0.88365651 0.068170672       -1
## 8047  0.93074792 0.085248371       -1
## 8048          NA 0.163630631       -1
## 8049  0.86565097 0.043210958       -1
## 8050  0.90997230 0.065543334       -1
## 8051  0.92659280 0.062915995       -1
## 8052  0.90858726 0.045400406       -1
## 8053  0.86703601 0.076928466       -1
## 8054  0.84349030 0.054158201       -1
## 8055  0.93351801 0.102326070       -1
## 8056  0.98476454 0.130351012       -1
## 8057  0.91689751 0.216987494       -1
## 8058  0.93628809 0.102343586        1
## 8059  0.92520776 0.230189869       -1
## 8060  0.87119114 0.045400406       -1
## 8061  0.91828255 0.037956281       -1
## 8062  0.93213296 0.067294892       -1
## 8063  0.94598338 0.071673790       -1
## 8064  0.86980609 0.049779304       -1
## 8065  0.92797784 0.054158201       -1
## 8066  0.82686981 0.082621033       -1
## 8067  0.92382271 0.023505920       -1
## 8068  0.94875346 0.076052687       -1
## 8069  0.97368421 0.055033980       -1
## 8070  0.86703601 0.060726547       -1
## 8071  0.83102493 0.095757724       -1
## 8072  0.94875346 0.078290303       -1
## 8073  0.94182825 0.101012401       -1
## 8074  0.85872576 0.054596091       -1
## 8075  0.84903047 0.039707840       -1
## 8076  0.90858726 0.195158691        1
## 8077          NA 0.048903524       -1
## 8078  0.91966759 0.036642612       -1
## 8079  0.97091413 0.064010720       -1
## 8080  0.84764543 0.062915995       -1
## 8081          NA 0.058537098       -1
## 8082  0.91135734 0.040145730       -1
## 8083  0.86980609 0.066419113       -1
## 8084  0.85872576 0.055909760       -1
## 8085  0.91689751 0.038613116       -1
## 8086          NA 0.129037343        1
## 8087  0.86980609 0.041021509       -1
## 8088  0.88365651 0.034453163       -1
## 8089  0.91135734 0.083496812       -1
## 8090  0.96398892 0.065105444        1
## 8091  0.90304709 0.042773068       -1
## 8092  0.91412742 0.067294892       -1
## 8093  0.94598338 0.086999930        1
## 8094  0.83102493 0.104953409       -1
## 8095          NA 0.051530862       -1
## 8096  0.92243767 0.071673790       -1
## 8097  0.62326870 0.054158201       -1
## 8098  0.88504155 0.086124150        1
## 8099  0.83656510 0.122031108       -1
## 8100  0.91551247 0.083934702       -1
## 8101  0.95983380 0.099698732       -1
## 8102  0.98891967 0.047099418       -1
## 8103  0.98060942 0.040145730       -1
## 8104  0.85872576 0.080431584       -1
## 8105  0.91412742 0.071673790       -1
## 8106  0.95844875 0.083934702       -1
## 8107  0.98891967 0.047099418       -1
## 8108  0.86842105 0.093568276       -1
## 8109  0.91689751 0.109770195       -1
## 8110  0.96814404 0.100136622       -1
## 8111  0.90997230 0.059412877       -1
## 8112  0.92797784 0.051968752       -1
## 8113  0.92797784 0.168009528       -1
## 8114  0.83102493 0.121593218       -1
## 8115  0.87534626 0.041021509       -1
## 8116  0.98891967 0.054158201       -1
## 8117          NA 0.129037343        1
## 8118          NA 0.129037343        1
## 8119          NA 0.129037343        1
## 8120          NA 0.129037343        1
## 8121  0.98476454 0.079117915       -1
## 8122  0.97783934 0.054635501       -1
## 8123  0.91135734 0.102326070       -1
## 8124  0.83102493 0.097947173       -1
## 8125  0.95013850 0.141298255       -1
## 8126  0.92797784 0.095757724       -1
## 8127  0.97645429 0.062040216        1
## 8128  0.83102493 0.080431584       -1
## 8129  0.69252078 0.081307364       -1
## 8130  0.95706371 0.073863238       -1
## 8131  0.95983380 0.108018637       -1
## 8132  0.83795014 0.079993694       -1
## 8133  0.96952909 0.059412877       -1
## 8134  0.87534626 0.036642612       -1
## 8135  0.83102493 0.099260842       -1
## 8136  0.91412742 0.073184509       -1
## 8137  0.94598338 0.041021509       -1
## 8138  0.92936288 0.118965880        1
## 8139  0.81717452 0.299376445        1
## 8140  0.99445983 0.089189379        1
## 8141          NA 0.148742381       -1
## 8142  0.97506925 0.069484341       -1
## 8143  0.98614958 0.089189379       -1
## 8144  0.93074792 0.099698732       -1
## 8145  0.81440443 0.040233308       -1
## 8146  0.83102493 0.031825825       -1
## 8147  0.97368421 0.035569782       -1
## 8148  0.96814404 0.045838296       -1
## 8149  0.83656510 0.172388426       -1
## 8150  0.56371191 0.102326070       -1
## 8151  0.83102493 0.157500175       -1
## 8152  0.83102493 0.068170672       -1
## 8153  0.91551247 0.116776431       -1
## 8154  0.95290859 0.176767323        1
## 8155  0.93490305 0.146115042       -1
## 8156  0.78670360 0.119841659       -1
## 8157  0.95844875 0.056785539        1
## 8158  0.83102493 0.047151965       -1
## 8159  0.94182825 0.054158201       -1
## 8160  0.91828255 0.074739018       -1
## 8161  0.96121884 0.092692496       -1
## 8162  0.86980609 0.062478106       -1
## 8163  0.57340720 0.054158201       -1
## 8164          NA 0.045838296       -1
## 8165  0.90858726 0.032263715       -1
## 8166  0.90858726 0.032263715       -1
## 8167  0.92520776 0.053282421       -1
## 8168  0.93351801 0.062915995       -1
## 8169  0.85180055 0.147428712        1
## 8170  0.93213296 0.084810481        1
## 8171  0.81163435 0.076052687       -1
## 8172          NA 0.101012401       -1
## 8173  0.92382271 0.056785539       -1
## 8174  0.54986150 0.174577874        1
## 8175  0.98891967 0.102326070        1
## 8176  0.88088643 0.069922231       -1
## 8177  0.93351801 0.124220556        1
## 8178  0.95567867 0.115462762       -1
## 8179  0.85872576 0.025695369       -1
## 8180  0.98614958 0.079993694       -1
## 8181  0.85872576 0.047589855       -1
## 8182          NA 0.067294892       -1
## 8183  0.92797784 0.031387935       -1
## 8184  0.83102493 0.171319975       -1
## 8185  0.83102493 0.084810481       -1
## 8186  0.74099723 0.047808800       -1
## 8187  0.88365651 0.020878582       -1
## 8188  0.85872576 0.081307364       -1
## 8189  0.92659280 0.139108807       -1
## 8190  0.77700831 0.058537098       -1
## 8191  0.00000000 0.215739508       -1
## 8192  0.93905817 0.066857003       -1
## 8193  0.71745152 0.125096336       -1
## 8194  0.95983380 0.124220556       -1
## 8195  0.84487535 0.045400406       -1
## 8196  0.90581717 0.054158201       -1
## 8197  0.98891967 0.102326070        1
## 8198  0.91135734 0.052844532       -1
## 8199  0.94736842 0.069922231       -1
## 8200  0.83933518 0.030074266       -1
## 8201  0.95013850 0.064326000       -1
## 8202  0.93490305 0.108894416       -1
## 8203  0.92797784 0.071235900       -1
## 8204  0.86426593 0.111083865       -1
## 8205          NA 0.020002802       -1
## 8206  0.90858726 0.076052687       -1
## 8207          NA 0.049779304       -1
## 8208  0.90858726 0.058537098       -1
## 8209  0.99307479 0.047112555       -1
## 8210  0.94875346 0.081105934       -1
## 8211  0.95844875 0.058537098       -1
## 8212  0.99722992 0.033577384       -1
## 8213  0.88365651 0.036642612       -1
## 8214  0.93351801 0.041021509       -1
## 8215  0.84487535 0.050655083       -1
## 8216  0.96537396 0.062915995       -1
## 8217  0.92797784 0.066857003       -1
## 8218  0.97922438 0.119403769       -1
## 8219          NA 0.071673790       -1
## 8220  0.90581717 0.051530862       -1
## 8221  0.89335180 0.090503048        1
## 8222  0.97091413 0.039707840       -1
## 8223  0.83656510 0.045400406       -1
## 8224  0.87257618 0.031387935       -1
## 8225  0.95429363 0.040145730       -1
## 8226  0.83102493 0.067382470       -1
## 8227  0.88227147 0.097947173       -1
## 8228  0.93351801 0.062915995       -1
## 8229  0.92797784 0.015623905       -1
## 8230          NA 0.080431584       -1
## 8231  0.99584488 0.035328943       -1
## 8232  0.90858726 0.076052687       -1
## 8233  0.93905817 0.385640720        1
## 8234  0.93213296 0.080431584       -1
## 8235  0.94321330 0.090503048       -1
## 8236  0.90443213 0.048027745       -1
## 8237  0.93074792 0.076052687       -1
## 8238  0.96952909 0.080431584       -1
## 8239  0.96260388 0.058537098       -1
## 8240  0.91689751 0.049779304       -1
## 8241  0.95013850 0.069922231       -1
## 8242  0.93905817 0.076490577       -1
## 8243  0.97506925 0.089189379        1
## 8244  0.87950139 0.070360121       -1
## 8245  0.98476454 0.095757724        1
## 8246  0.87950139 0.065105444       -1
## 8247  0.98753463 0.152245498       -1
## 8248          NA 0.045400406       -1
## 8249  0.91966759 0.034891053       -1
## 8250  0.91828255 0.089189379       -1
## 8251  0.90304709 0.037080502       -1
## 8252  0.87119114 0.074563862       -1
## 8253  0.90997230 0.045400406       -1
## 8254  0.90304709 0.037080502       -1
## 8255          NA 0.076052687       -1
## 8256  0.98337950 0.070964408       -1
## 8257  0.97368421 0.100136622       -1
## 8258  0.92105263 0.072549569        1
## 8259  0.83102493 0.030074266       -1
## 8260  0.95152355 0.072549569       -1
## 8261  0.92797784 0.106704967        1
## 8262          NA 0.053282421       -1
## 8263  0.89750693 0.038394171       -1
## 8264  0.90581717 0.055471870       -1
## 8265  0.98614958 0.058974988       -1
## 8266  0.97091413 0.078680025       -1
## 8267  0.97091413 0.054158201       -1
## 8268  0.93767313 0.102326070       -1
## 8269  0.97229917 0.097947173       -1
## 8270  0.99722992 0.112060359        1
## 8271  0.83102493 0.086562040       -1
## 8272  0.94182825 0.119841659       -1
## 8273  0.94182825 0.119841659       -1
## 8274  0.87811634 0.047589855       -1
## 8275  0.98614958 0.064229664        1
## 8276  0.95152355 0.079555805       -1
## 8277  0.90166205 0.067294892       -1
## 8278  0.97506925 0.103289428       -1
## 8279  0.97368421 0.084810481       -1
## 8280  0.83102493 0.056347649       -1
## 8281  0.91689751 0.064229664       -1
## 8282  0.87257618 0.024381700       -1
## 8283  0.93074792 0.080869474       -1
## 8284  0.96814404 0.049748651        1
## 8285  0.87673130 0.145239263       -1
## 8286  0.81024931 0.056347649       -1
## 8287  0.93074792 0.144801373        1
## 8288  0.93074792 0.030074266       -1
## 8289  0.87257618 0.049779304       -1
## 8290  0.83102493 0.081819695       -1
## 8291  0.93351801 0.062040216       -1
## 8292  0.98476454 0.089189379       -1
## 8293  0.97091413 0.014748126       -1
## 8294  0.95844875 0.104515519       -1
## 8295          NA 0.067294892       -1
## 8296  0.96814404 0.067294892       -1
## 8297  0.97922438 0.132102571       -1
## 8298  0.86565097 0.024381700       -1
## 8299  0.91135734 0.050655083       -1
## 8300  0.91135734 0.031825825       -1
## 8301  0.83795014 0.058974988       -1
## 8302  0.93074792 0.058537098       -1
## 8303  0.83102493 0.029680165       -1
## 8304  0.92382271 0.097509283       -1
## 8305  0.94182825 0.099260842       -1
## 8306  0.98060942 0.044296924       -1
## 8307  0.86565097 0.100136622       -1
## 8308  0.97091413 0.119841659        1
## 8309  0.93905817 0.156103307       -1
## 8310  0.96952909 0.073863238       -1
## 8311  0.85457064 0.045400406       -1
## 8312  0.94598338 0.051092973       -1
## 8313  0.95706371 0.076052687       -1
## 8314  0.91412742 0.049779304       -1
## 8315  0.92936288 0.091378827        1
## 8316  0.93490305 0.067294892       -1
## 8317  0.93213296 0.080431584       -1
## 8318  0.95290859 0.105829188       -1
## 8319          NA 0.049779304       -1
## 8320  0.83102493 0.074739018       -1
## 8321  0.96952909 0.077865550       -1
## 8322  0.92659280 0.089189379       -1
## 8323  0.96260388 0.075430883       -1
## 8324  0.80332410 0.211360611       -1
## 8325  0.92659280 0.124220556       -1
## 8326  0.77562327 0.043210958       -1
## 8327          NA 0.023505920       -1
## 8328          NA 0.074537588       -1
## 8329  0.55401662 0.045400406       -1
## 8330  0.94598338 0.069615708        1
## 8331  0.90443213 0.062915995       -1
## 8332  0.97091413 0.071673790       -1
## 8333  0.93628809 0.067207315       -1
## 8334  0.83102493 0.082621033       -1
## 8335  0.97645429 0.056789918       -1
## 8336  0.91135734 0.086999930       -1
## 8337  0.95844875 0.100574511       -1
## 8338  0.93905817 0.059412877       -1
## 8339  0.94044321 0.075575387       -1
## 8340  0.95429363 0.051092973       -1
## 8341  0.84626039 0.137357248       -1
## 8342  0.99722992 0.039488895       -1
## 8343  0.99584488 0.051968752       -1
## 8344  0.83102493 0.243764450        1
## 8345  0.90027701 0.063791775       -1
## 8346  0.99584488 0.051968752       -1
## 8347  0.95429363 0.054158201       -1
## 8348  0.94736842 0.071419814        1
## 8349  0.83102493 0.036642612       -1
## 8350  0.99168975 0.132978351       -1
## 8351  0.95429363 0.071673790       -1
## 8352  0.91689751 0.054158201       -1
## 8353  0.84487535 0.049779304       -1
## 8354  0.92382271 0.030074266       -1
## 8355  0.99307479 0.200851258       -1
## 8356          NA 0.124220556       -1
## 8357  0.99307479 0.058537098       -1
## 8358  0.99445983 0.010369229       -1
## 8359  0.96537396 0.071673790       -1
## 8360  0.58171745 0.032263715       -1
## 8361  0.90027701 0.054158201       -1
## 8362  0.83102493 0.094251384       -1
## 8363  0.76177285 0.052844532       -1
## 8364  0.90304709 0.035328943       -1
## 8365  0.90997230 0.115462762       -1
## 8366  0.95567867 0.065105444       -1
## 8367  0.96952909 0.137357248        1
## 8368  0.92797784 0.102326070        1
## 8369  0.91551247 0.116338541        1
## 8370  0.90027701 0.056347649       -1
## 8371  0.92659280 0.056785539       -1
## 8372  0.95844875 0.080431584       -1
## 8373  0.87257618 0.084810481       -1
## 8374  0.93074792 0.051530862       -1
## 8375  0.97368421 0.048465634       -1
## 8376  0.94736842 0.097947173       -1
## 8377  0.88088643 0.059850767       -1
## 8378  0.85872576 0.058537098       -1
## 8379  0.93905817 0.084810481       -1
## 8380  0.99722992 0.045400406       -1
## 8381  0.88088643 0.062915995       -1
## 8382  0.97506925 0.068170672       -1
## 8383  0.97922438 0.062478106       -1
## 8384  0.98476454 0.054596091       -1
## 8385  0.72160665 0.047589855       -1
## 8386  0.98614958 0.097509283        1
## 8387  0.91412742 0.036642612       -1
## 8388  0.81717452 0.124220556       -1
## 8389  0.99584488 0.054158201       -1
## 8390  0.91135734 0.081307364       -1
## 8391  0.92105263 0.102326070       -1
## 8392  0.97229917 0.047112555       -1
## 8393  0.95844875 0.110208085        1
## 8394          NA 0.159251734        1
## 8395  0.94598338 0.089189379        1
## 8396  0.83102493 0.051968752       -1
## 8397  0.91828255 0.132430989       -1
## 8398          NA 0.083934702       -1
## 8399  0.96121884 0.070798010       -1
## 8400  0.96675900 0.073425349       -1
## 8401  0.91828255 0.132430989       -1
## 8402  0.90166205 0.058537098       -1
## 8403  0.98060942 0.045400406       -1
## 8404  0.95983380 0.115462762       -1
## 8405          NA 0.045400406       -1
## 8406  0.82409972 0.095757724       -1
## 8407  0.90027701 0.048027745       -1
## 8408  0.96398892 0.066857003        1
## 8409  0.97783934 0.080431584       -1
## 8410  0.92382271 0.080431584       -1
## 8411  0.98614958 0.197348140        1
## 8412  0.85872576 0.176767323       -1
## 8413  0.91412742 0.119846038        1
## 8414  0.94044321 0.066419113       -1
## 8415  0.97368421 0.048465634       -1
## 8416  0.92797784 0.081745253       -1
## 8417  0.83102493 0.080431584       -1
## 8418  0.90027701 0.036756463       -1
## 8419  0.98614958 0.102326070        1
## 8420  0.92382271 0.065105444       -1
## 8421  0.91689751 0.071892735       -1
## 8422          NA 0.124220556       -1
## 8423  0.93074792 0.059412877       -1
## 8424  0.84626039 0.071673790       -1
## 8425  0.95429363 0.030074266       -1
## 8426  0.92520776 0.047151965       -1
## 8427  0.92243767 0.045400406       -1
## 8428  0.92105263 0.062915995       -1
## 8429  0.83102493 0.047151965       -1
## 8430  0.83102493 0.144801373       -1
## 8431  0.98614958 0.102326070       -1
## 8432  0.87811634 0.045838296       -1
## 8433          NA 0.141736145       -1
## 8434          NA 0.076052687        1
## 8435  0.97091413 0.065543334       -1
## 8436  0.97091413 0.096633504       -1
## 8437  0.90997230 0.052406642       -1
## 8438  0.93628809 0.168578785       -1
## 8439  0.90858726 0.069922231       -1
## 8440  0.97091413 0.054158201       -1
## 8441  0.94182825 0.060288657       -1
## 8442  0.90027701 0.069922231       -1
## 8443  0.90581717 0.102326070       -1
## 8444  0.91966759 0.084810481       -1
## 8445  0.87257618 0.058537098       -1
## 8446  0.59141274 0.068170672       -1
## 8447  0.93905817 0.108150004       -1
## 8448  0.86703601 0.047151965       -1
## 8449  0.89335180 0.049779304       -1
## 8450  0.91551247 0.098822952       -1
## 8451          NA 0.080431584       -1
## 8452  0.92936288 0.036642612       -1
## 8453  0.91828255 0.082183143       -1
## 8454  0.97783934 0.080431584       -1
## 8455  0.96814404 0.097947173       -1
## 8456          NA 0.124220556       -1
## 8457  0.97783934 0.122031108        1
## 8458  0.89612188 0.080431584       -1
## 8459  0.96952909 0.127723674       -1
## 8460  0.98753463 0.036642612       -1
## 8461  0.81717452 0.027884817       -1
## 8462  0.97922438 0.216177398        1
## 8463  0.98476454 0.031387935       -1
## 8464  0.93074792 0.089189379       -1
## 8465  0.93074792 0.067294892       -1
## 8466  0.92105263 0.054158201       -1
## 8467  0.86980609 0.037956281       -1
## 8468  0.91135734 0.280520914        1
## 8469  0.81717452 0.111959644       -1
## 8470  0.97506925 0.076052687       -1
## 8471  0.95983380 0.038832061       -1
## 8472  0.92382271 0.108456526       -1
## 8473  0.91412742 0.044524627       -1
## 8474  0.93628809 0.069484341       -1
## 8475  0.97645429 0.066419113       -1
## 8476  0.99445983 0.054158201       -1
## 8477  0.90997230 0.057306628       -1
## 8478  0.93767313 0.062915995       -1
## 8479  0.92936288 0.082708611       -1
## 8480  0.93905817 0.060726547       -1
## 8481  0.91274238 0.115462762       -1
## 8482  0.91966759 0.171950536        1
## 8483  0.83102493 0.089189379        1
## 8484  0.98753463 0.099260842        1
## 8485  0.95567867 0.054158201       -1
## 8486  0.83102493 0.051968752       -1
## 8487  0.95290859 0.218804736       -1
## 8488  0.86565097 0.076052687       -1
## 8489  0.99584488 0.041897289       -1
## 8490  0.84764543 0.103639739       -1
## 8491  0.95706371 0.179832551       -1
## 8492  0.85872576 0.117652210       -1
## 8493  0.93905817 0.088313599       -1
## 8494  0.92659280 0.069484341       -1
## 8495  0.83102493 0.062915995       -1
## 8496  0.84487535 0.076052687       -1
## 8497  0.93628809 0.106267078       -1
## 8498  0.93490305 0.080431584       -1
## 8499          NA 0.078242136       -1
## 8500  0.96537396 0.071673790       -1
## 8501          NA 0.047589855       -1
## 8502  0.78670360 0.089189379       -1
## 8503  0.92520776 0.124220556        1
## 8504  0.99030471 0.058537098       -1
## 8505  0.84487535 0.077366356       -1
## 8506  0.88504155 0.152245498       -1
## 8507  0.84072022 0.023505920       -1
## 8508  0.91412742 0.041021509       -1
## 8509  0.82825485 0.343165417       -1
## 8510  0.95706371 0.154872837        1
## 8511  0.97368421 0.058537098       -1
## 8512  0.90027701 0.010369229       -1
## 8513  0.88365651 0.034453163       -1
## 8514  0.90720222 0.041021509       -1
## 8515          NA 0.054158201       -1
## 8516  0.99168975 0.115462762        1
## 8517          NA 0.036642612       -1
## 8518  0.87257618 0.146115042       -1
## 8519  0.76731302 0.124220556        1
## 8520  0.76731302 0.124220556        1
## 8521  0.83933518 0.025695369       -1
## 8522  0.96260388 0.009493449       -1
## 8523  0.96121884 0.146115042       -1
## 8524  0.95152355 0.019127023       -1
## 8525  0.95844875 0.168009528       -1
## 8526          NA 0.032263715       -1
## 8527  0.94182825 0.067732782       -1
## 8528  0.96675900 0.071673790       -1
## 8529  0.90027701 0.044524627       -1
## 8530  0.93905817 0.106704967       -1
## 8531          NA 0.084810481       -1
## 8532  0.95152355 0.150493940        1
## 8533  0.97229917 0.102326070        1
## 8534  0.92797784 0.073863238       -1
## 8535  0.93490305 0.152245498       -1
## 8536  0.93074792 0.102326070       -1
## 8537  0.95983380 0.102326070        1
## 8538          NA 0.045400406       -1
## 8539  0.87950139 0.064667554       -1
## 8540  0.97645429 0.039269950       -1
## 8541  0.93905817 0.135233483        1
## 8542  0.97368421 0.130788902        1
## 8543  0.97783934 0.043648847       -1
## 8544  0.88642659 0.065105444       -1
## 8545  0.95013850 0.041021509       -1
## 8546  0.86980609 0.096633504       -1
## 8547  0.83102493 0.067294892       -1
## 8548  0.83102493 0.062915995       -1
## 8549  0.83102493 0.076052687       -1
## 8550  0.93074792 0.085248371       -1
## 8551  0.91828255 0.062915995       -1
## 8552  0.83102493 0.041459399       -1
## 8553  0.90027701 0.027884817       -1
## 8554  0.92659280 0.082621033       -1
## 8555  0.91412742 0.112835424       -1
## 8556  0.97783934 0.048027745       -1
## 8557  0.84487535 0.032701604       -1
## 8558  0.83102493 0.124220556       -1
## 8559  0.85872576 0.071673790       -1
## 8560          NA 0.016937574       -1
## 8561  0.92520776 0.058537098       -1
## 8562  0.85872576 0.019127023       -1
## 8563  0.94044321 0.146115042       -1
## 8564  0.83102493 0.124220556       -1
## 8565  0.90997230 0.060726547       -1
## 8566  0.98476454 0.082621033       -1
## 8567  0.89889197 0.097947173       -1
## 8568  0.92243767 0.045400406       -1
## 8569  0.84487535 0.032263715       -1
## 8570  0.83102493 0.036642612       -1
## 8571  0.84764543 0.128599454       -1
## 8572  0.93074792 0.062040216       -1
## 8573  0.87257618 0.069484341       -1
## 8574  0.90027701 0.084810481       -1
## 8575  0.91966759 0.123782667       -1
## 8576  0.96398892 0.036642612       -1
## 8577          NA 0.089189379       -1
## 8578  0.96952909 0.058537098       -1
## 8579  0.96260388 0.121155328       -1
## 8580  0.90166205 0.124220556       -1
## 8581  0.90304709 0.089189379       -1
## 8582  0.90027701 0.168009528       -1
## 8583  0.90166205 0.124220556       -1
## 8584  0.97229917 0.111083865        1
## 8585  0.92520776 0.040583619       -1
## 8586  0.96675900 0.039445106       -1
## 8587  0.94736842 0.078242136       -1
## 8588  0.90858726 0.062915995       -1
## 8589  0.87811634 0.041021509       -1
## 8590  0.82686981 0.042773068       -1
## 8591  0.88088643 0.076052687       -1
## 8592  0.88365651 0.132978351       -1
## 8593  0.94044321 0.058974988       -1
## 8594  0.91274238 0.083058922       -1
## 8595  0.90581717 0.046714076       -1
## 8596  0.96260388 0.058537098       -1
## 8597  0.83102493 0.091816717       -1
## 8598  0.90027701 0.054158201       -1
## 8599  0.85872576 0.023505920       -1
## 8600  0.85872576 0.062915995       -1
## 8601  0.94736842 0.065105444       -1
## 8602  0.94321330 0.141736145        1
## 8603  0.96398892 0.186400897        1
## 8604  0.93905817 0.048027745       -1
## 8605  0.83102493 0.064229664       -1
## 8606  0.87119114 0.083934702       -1
## 8607  0.91412742 0.058974988       -1
## 8608  0.95983380 0.090503048       -1
## 8609  0.86980609 0.038832061       -1
## 8610  0.99168975 0.078680025       -1
## 8611  0.90027701 0.025695369       -1
## 8612  0.96814404 0.047589855       -1
## 8613  0.80470914 0.211798501       -1
## 8614  0.92382271 0.070360121       -1
## 8615  0.86980609 0.102326070       -1
## 8616  0.95152355 0.062915995       -1
## 8617  0.62326870 0.045400406       -1
## 8618  0.90997230 0.046714076       -1
## 8619  0.99307479 0.054158201       -1
## 8620  0.85872576 0.106704967       -1
## 8621  0.87257618 0.132978351       -1
## 8622  0.93074792 0.115462762       -1
## 8623  0.94459834 0.056347649       -1
## 8624  0.99445983 0.120717439       -1
## 8625  0.88227147 0.054158201       -1
## 8626  0.97368421 0.137357248       -1
## 8627  0.85872576 0.044962517       -1
## 8628  0.95290859 0.095757724       -1
## 8629  0.94736842 0.050655083       -1
## 8630  0.86011080 0.072549569       -1
## 8631  0.91689751 0.172388426       -1
## 8632  0.93074792 0.139546697       -1
## 8633          NA 0.080431584       -1
## 8634  0.92520776 0.080431584       -1
## 8635  0.84487535 0.058563371       -1
## 8636          NA 0.045400406       -1
## 8637          NA 0.034453163       -1
## 8638  0.90027701 0.030512156       -1
## 8639          NA 0.067294892       -1
## 8640  0.95844875 0.111083865       -1
## 8641  0.83795014 0.047589855       -1
## 8642  0.91412742 0.067404365       -1
## 8643  0.82409972 0.045400406       -1
## 8644  0.83656510 0.045400406       -1
## 8645  0.90304709 0.065105444        1
## 8646  0.90997230 0.047589855       -1
## 8647  0.87396122 0.043210958       -1
## 8648  0.84072022 0.083496812       -1
## 8649  0.95844875 0.107580747       -1
## 8650  0.93905817 0.139108807       -1
## 8651  0.90027701 0.089189379       -1
## 8652  0.87257618 0.047589855       -1
## 8653  0.84349030 0.036204722       -1
## 8654  0.87950139 0.135167799       -1
## 8655  0.91412742 0.101012401       -1
## 8656  0.98060942 0.152683388        1
## 8657  0.94875346 0.049779304       -1
## 8658  0.87257618 0.055471870       -1
## 8659  0.83656510 0.030074266       -1
## 8660  0.83518006 0.049779304       -1
## 8661  0.92105263 0.093568276       -1
## 8662  0.87950139 0.037956281       -1
## 8663          NA 0.076052687       -1
## 8664  0.72853186 0.082621033       -1
## 8665  0.84764543 0.095319835       -1
## 8666  0.90166205 0.062390528       -1
## 8667  0.83102493 0.061164436       -1
## 8668  0.83102493 0.047427836       -1
## 8669  0.91135734 0.097951552       -1
## 8670  0.88504155 0.089627268       -1
## 8671  0.93074792 0.091378827       -1
## 8672  0.85872576 0.043648847       -1
## 8673  0.83102493 0.016937574       -1
## 8674  0.91135734 0.034453163       -1
## 8675  0.84210526 0.065109823       -1
## 8676  0.96675900 0.088313599       -1
## 8677  0.93628809 0.065105444       -1
## 8678  0.87257618 0.042654838       -1
## 8679  0.92105263 0.092254607       -1
## 8680  0.83795014 0.080431584       -1
## 8681  0.88088643 0.119841659       -1
## 8682  0.90443213 0.054158201       -1
## 8683  0.94321330 0.141736145        1
## 8684  0.92520776 0.074739018       -1
## 8685  0.83795014 0.046276186       -1
## 8686          NA 0.030074266       -1
## 8687  0.90304709 0.062915995       -1
## 8688  0.92797784 0.163630631       -1
## 8689  0.84764543 0.115462762       -1
## 8690  0.90027701 0.047598613       -1
## 8691  0.85872576 0.036642612       -1
## 8692  0.92105263 0.119841659        1
## 8693  0.91966759 0.058537098       -1
## 8694  0.86842105 0.119841659       -1
## 8695          NA 0.143925594       -1
## 8696  0.91135734 0.034453163       -1
## 8697  0.93628809 0.049779304       -1
## 8698          NA 0.133416240       -1
## 8699  0.90166205 0.093568276       -1
## 8700  0.85872576 0.043648847       -1
## 8701  0.96121884 0.088313599       -1
## 8702  0.84072022 0.034891053       -1
## 8703  0.77562327 0.100136622       -1
## 8704          NA 0.082183143       -1
## 8705  0.90581717 0.045400406       -1
## 8706  0.93074792 0.047589855       -1
## 8707  0.94044321 0.080431584       -1
## 8708  0.90720222 0.080431584       -1
## 8709  0.91551247 0.084810481       -1
## 8710  0.88642659 0.124220556       -1
## 8711  0.92797784 0.070798010       -1
## 8712  0.97368421 0.097947173       -1
## 8713  0.86980609 0.065057276       -1
## 8714  0.74515235 0.222307854       -1
## 8715  0.83656510 0.058537098        1
## 8716  0.91689751 0.146990822        1
## 8717  0.80886427 0.214863729        1
## 8718  0.98614958 0.067732782        1
## 8719  0.96398892 0.045400406       -1
## 8720  0.99584488 0.048465634       -1
## 8721  0.83102493 0.034453163       -1
## 8722  0.87811634 0.040145730       -1
## 8723  0.88504155 0.035766832       -1
## 8724  0.96537396 0.041459399       -1
## 8725  0.96537396 0.084810481       -1
## 8726  0.88504155 0.063791775       -1
## 8727  0.97091413 0.054158201        1
## 8728  0.80332410 0.036642612       -1
## 8729  0.92520776 0.034453163       -1
## 8730          NA 0.115462762       -1
## 8731  0.96398892 0.054158201       -1
## 8732  0.83102493 0.030074266       -1
## 8733  0.83933518 0.054158201       -1
## 8734  0.81717452 0.089189379       -1
## 8735  0.96121884 0.093568276       -1
## 8736  0.90027701 0.106704967       -1
## 8737  0.96398892 0.041897289       -1
## 8738  0.96537396 0.063353885       -1
## 8739  0.96675900 0.141736145        1
## 8740  0.86842105 0.032263715       -1
## 8741  0.95706371 0.130788902       -1
## 8742  0.82825485 0.078242136       -1
## 8743  0.83795014 0.136481469       -1
## 8744  0.99584488 0.048903524       -1
## 8745  0.99584488 0.048903524       -1
## 8746  0.88088643 0.124220556       -1
## 8747  0.80332410 0.085813249       -1
## 8748  0.88088643 0.102326070       -1
## 8749          NA 0.036642612       -1
## 8750  0.94875346 0.045400406       -1
## 8751  0.95844875 0.159251734       -1
## 8752  0.90720222 0.083496812        1
## 8753  0.85872576 0.343165417       -1
## 8754          NA 0.082183143       -1
## 8755  0.77285319 0.076529987       -1
## 8756          NA 0.114149093       -1
## 8757          NA 0.054158201       -1
## 8758  0.96675900 0.048903524       -1
## 8759  0.87257618 0.022630141       -1
## 8760  0.98476454 0.123344777        1
## 8761  0.92520776 0.042405241       -1
## 8762  0.96675900 0.045400406       -1
## 8763  0.83102493 0.248362292        1
## 8764  0.81717452 0.036423667       -1
## 8765  0.84487535 0.082621033       -1
## 8766  0.83102493 0.023505920       -1
## 8767  0.96398892 0.043210958       -1
## 8768  0.88365651 0.058537098       -1
## 8769  0.83102493 0.097128319       -1
## 8770  0.96675900 0.062915995       -1
## 8771          NA 0.080431584       -1
## 8772  0.95290859 0.052844532       -1
## 8773  0.86842105 0.102067715       -1
## 8774  0.83102493 0.038832061       -1
## 8775  0.97091413 0.127526624       -1
## 8776  0.76177285 0.076052687       -1
## 8777  0.83102493 0.023111820       -1
## 8778  0.76177285 0.044086737       -1
## 8779  0.99030471 0.067294892       -1
## 8780  0.73407202 0.108894416       -1
## 8781  0.92520776 0.102326070       -1
## 8782  0.76177285 0.049034891       -1
## 8783          NA 0.167133749       -1
## 8784  0.86565097 0.094444055       -1
## 8785  0.85180055 0.120717439       -1
## 8786  0.69252078 0.043210958       -1
## 8787  0.86011080 0.090503048       -1
## 8788  0.87257618 0.045838296       -1
## 8789  0.96121884 0.068170672       -1
## 8790  0.79916898 0.055909760       -1
## 8791  0.75207756 0.076052687       -1
## 8792          NA 0.051530862       -1
## 8793  0.88088643 0.086562040       -1
## 8794  0.83795014 0.324336159        1
## 8795  0.96260388 0.045400406       -1
## 8796          NA 0.073863238       -1
## 8797  0.83102493 0.045400406       -1
## 8798  0.86980609 0.103639739        1
## 8799  0.94182825 0.053019688       -1
## 8800  0.98199446 0.080431584        1
## 8801  0.95983380 0.055195999       -1
## 8802  0.83102493 0.122031108       -1
## 8803  0.85041551 0.141736145        1
## 8804  0.93351801 0.073863238        1
## 8805  0.96814404 0.045400406       -1
## 8806  0.83102493 0.091378827       -1
## 8807  0.98753463 0.067294892       -1
## 8808  0.91966759 0.040145730       -1
## 8809  0.84903047 0.111959644        1
## 8810  0.96675900 0.174577874        1
## 8811  0.83102493 0.032263715       -1
## 8812  0.83102493 0.174577874       -1
## 8813  0.99584488 0.074739018       -1
## 8814  0.88227147 0.105829188       -1
## 8815  0.80055402 0.242450781       -1
## 8816          NA 0.211798501       -1
## 8817  0.76177285 0.032263715       -1
## 8818  0.86565097 0.117652210       -1
## 8819  0.83102493 0.094006165       -1
## 8820  0.82409972 0.145896098       -1
## 8821  0.92382271 0.049779304       -1
## 8822          NA 0.027884817       -1
## 8823  0.97922438 0.222964689        1
## 8824  0.93351801 0.036642612       -1
## 8825  0.83102493 0.127723674       -1
## 8826  0.84349030 0.050742661       -1
## 8827  0.92520776 0.039707840       -1
## 8828  0.87950139 0.045400406       -1
## 8829  0.86980609 0.074739018       -1
## 8830  0.78947368 0.089189379       -1
## 8831  0.87673130 0.041021509       -1
## 8832  0.96260388 0.032263715       -1
## 8833  0.94182825 0.079555805       -1
## 8834  0.93905817 0.014310236       -1
## 8835  0.73407202 0.036642612       -1
## 8836  0.84487535 0.080431584       -1
## 8837          NA 0.041021509       -1
## 8838  0.89473684 0.038832061       -1
## 8839  0.95429363 0.042208190       -1
## 8840  0.96537396 0.047589855       -1
## 8841  0.97229917 0.430743362        1
## 8842  0.83795014 0.129037343       -1
## 8843  0.93351801 0.073863238        1
## 8844  0.81717452 0.097947173       -1
## 8845          NA 0.108456526       -1
## 8846  0.84764543 0.058537098       -1
## 8847  0.76177285 0.335721292       -1
## 8848  0.90027701 0.102326070       -1
## 8849  0.83102493 0.062915995       -1
## 8850  0.76177285 0.043210958       -1
## 8851  0.96537396 0.061164436       -1
## 8852  0.87257618 0.150493940       -1
## 8853          NA 0.056785539       -1
## 8854  0.97091413 0.038394171       -1
## 8855  0.96952909 0.299376445        1
## 8856  0.83102493 0.027884817       -1
## 8857  0.96398892 0.035688012       -1
## 8858  0.86426593 0.091378827       -1
## 8859  0.87950139 0.041021509       -1
## 8860  0.99584488 0.046714076       -1
## 8861          NA 0.203040706       -1
## 8862  0.94875346 0.003362993       -1
## 8863  0.83102493 0.189904015        1
## 8864  0.96121884 0.078680025       -1
## 8865  0.96121884 0.078680025       -1
## 8866  0.76592798 0.037343235       -1
## 8867  0.96952909 0.073863238       -1
## 8868  0.83656510 0.045400406       -1
## 8869  0.96675900 0.055033980       -1
## 8870  0.67313019 0.086999930        1
## 8871  0.96537396 0.062915995       -1
## 8872  0.77562327 0.097071394        1
## 8873  0.87396122 0.032263715       -1
## 8874  0.96260388 0.035766832       -1
## 8875  0.93905817 0.058537098       -1
## 8876          NA 0.041897289       -1
## 8877  0.91412742 0.043070833       -1
## 8878  0.97645429 0.115462762        1
## 8879          NA 0.045400406       -1
## 8880  0.87257618 0.064667554       -1
## 8881  0.82548476 0.168009528       -1
## 8882          NA 0.058537098       -1
## 8883  0.83102493 0.083058922       -1
## 8884  0.97368421 0.083934702       -1
## 8885  0.77562327 0.149618160       -1
## 8886  0.69252078 0.124220556       -1
## 8887  0.74792244 0.038394171       -1
## 8888  0.60941828 0.088313599       -1
## 8889  0.81163435 0.025257479       -1
## 8890  0.97091413 0.045838296       -1
## 8891  0.83102493 0.127285784       -1
## 8892  0.83102493 0.035766832       -1
## 8893  0.96814404 0.115462762       -1
## 8894  0.88088643 0.041021509       -1
## 8895  0.96398892 0.049341414       -1
## 8896  0.97368421 0.027884817       -1
## 8897  0.79224377 0.203040706        1
## 8898  0.83102493 0.070841799       -1
## 8899  0.96260388 0.045400406       -1
## 8900  0.87673130 0.036642612       -1
## 8901  0.99722992 0.171394416        1
## 8902  0.83240997 0.111083865       -1
## 8903  0.86703601 0.047589855       -1
## 8904  0.81163435 0.015842850       -1
## 8905  0.72022161 0.036642612       -1
## 8906  0.96675900 0.048903524       -1
## 8907  0.79362881 0.079117915       -1
## 8908  0.79362881 0.079117915       -1
## 8909  0.95429363 0.054158201       -1
## 8910          NA 0.111083865       -1
## 8911          NA 0.021316472       -1
## 8912  0.88088643 0.046276186       -1
## 8913  0.77562327 0.043210958       -1
## 8914  0.85872576 0.176767323       -1
## 8915  0.83933518 0.072549569        1
## 8916          NA 0.058537098       -1
## 8917  0.92382271 0.045400406       -1
## 8918  0.88227147 0.089189379       -1
## 8919  0.87119114 0.080431584       -1
## 8920  0.99584488 0.070360121       -1
## 8921  0.80332410 0.064229664       -1
## 8922  0.86980609 0.121155328       -1
## 8923  0.83102493 0.058537098       -1
## 8924  0.84487535 0.093568276       -1
## 8925  0.88088643 0.025695369       -1
## 8926  0.93905817 0.024381700       -1
## 8927  0.79916898 0.045400406       -1
## 8928  0.84487535 0.066419113       -1
## 8929  0.99722992 0.074419358       -1
## 8930  0.88088643 0.038832061       -1
## 8931          NA 0.056347649       -1
## 8932  0.81717452 0.029636376       -1
## 8933  0.99584488 0.056785539       -1
## 8934  0.83102493 0.255587473       -1
## 8935  0.81163435 0.148304491       -1
## 8936  0.87950139 0.158813844       -1
## 8937  0.84072022 0.109770195        1
## 8938  0.83102493 0.047589855       -1
## 8939  0.83102493 0.049779304       -1
## 8940  0.77146814 0.045400406       -1
## 8941  0.99445983 0.050291635       -1
## 8942  0.81717452 0.145239263       -1
## 8943  0.83102493 0.169761087       -1
## 8944  0.99584488 0.058537098       -1
## 8945  0.93490305 0.053282421       -1
## 8946  0.97368421 0.045400406       -1
## 8947  0.72437673 0.080431584       -1
## 8948          NA 0.093130386       -1
## 8949  0.80886427 0.134292020       -1
## 8950  0.87811634 0.026133259       -1
## 8951  0.88088643 0.031825825       -1
## 8952  0.97229917 0.055033980       -1
## 8953  0.87811634 0.101450291       -1
## 8954  0.86011080 0.040662440       -1
## 8955  0.86842105 0.119841659       -1
## 8956  0.81440443 0.060201079       -1
## 8957  0.83102493 0.012996567       -1
## 8958  0.86980609 0.037518391       -1
## 8959          NA 0.124220556       -1
## 8960  0.88365651 0.132978351       -1
## 8961  0.84764543 0.141736145       -1
## 8962  0.85041551 0.054158201       -1
## 8963  0.86842105 0.115462762       -1
## 8964          NA 0.080431584       -1
## 8965  0.81578947 0.075614797       -1
## 8966  0.81717452 0.058537098       -1
## 8967  0.81578947 0.087875709       -1
## 8968  0.80332410 0.014748126       -1
## 8969  0.84903047 0.110645975       -1
## 8970  0.86842105 0.132321516       -1
## 8971  0.83102493 0.058537098       -1
## 8972  0.87257618 0.042773068       -1
## 8973  0.87811634 0.043210958       -1
## 8974  0.83795014 0.051968752       -1
## 8975  0.98476454 0.163630631        1
## 8976  0.87673130 0.029855321       -1
## 8977  0.87257618 0.060726547       -1
## 8978          NA 0.157938065       -1
## 8979  0.88365651 0.073425349       -1
## 8980  0.96952909 0.046232397       -1
## 8981  0.93351801 0.045400406       -1
## 8982  0.87257618 0.045400406       -1
## 8983  0.87257618 0.034851643       -1
## 8984  0.76869806 0.071673790       -1
## 8985  0.62326870 0.050217193       -1
## 8986  0.99722992 0.047589855       -1
## 8987  0.87950139 0.058974988       -1
## 8988  0.96675900 0.046026589       -1
## 8989  0.88365651 0.070798010       -1
## 8990  0.99722992 0.050655083       -1
## 8991  0.83102493 0.076052687       -1
## 8992  0.76177285 0.048903524       -1
## 8993  0.83102493 0.150493940        1
## 8994  0.76177285 0.058537098       -1
## 8995  0.81717452 0.061821271       -1
## 8996  0.84072022 0.209609052       -1
## 8997  0.78531856 0.045400406       -1
## 8998          NA 0.093568276       -1
## 8999  0.59002770 0.083496812       -1
## 9000  0.82271468 0.045400406       -1
## 9001  0.75761773 0.107142857       -1
## 9002  0.97368421 0.045400406       -1
## 9003  0.69252078 0.043210958       -1
## 9004  0.86980609 0.100136622        1
## 9005          NA 0.041021509       -1
## 9006  0.69252078 0.067294892       -1
## 9007  0.83102493 0.036642612       -1
## 9008  0.83102493 0.036642612       -1
## 9009  0.95429363 0.045400406       -1
## 9010  0.84487535 0.093568276       -1
## 9011  0.87673130 0.047589855       -1
## 9012  0.96814404 0.044086737       -1
## 9013  0.86426593 0.040583619       -1
## 9014  0.88365651 0.181584110        1
## 9015  0.87257618 0.107896027       -1
## 9016  0.87950139 0.124220556       -1
## 9017  0.96675900 0.071673790       -1
## 9018  0.99584488 0.058537098       -1
## 9019  0.85180055 0.055747740       -1
## 9020  0.91135734 0.062915995       -1
## 9021  0.76177285 0.107142857       -1
## 9022  0.91274238 0.077449555       -1
## 9023  0.83518006 0.181584110       -1
## 9024          NA 0.062915995       -1
## 9025  0.84903047 1.000000000        1
## 9026  0.81717452 0.087437820       -1
## 9027  0.81440443 0.197786030       -1
## 9028  0.69252078 0.041030267       -1
## 9029  0.80332410 0.093568276       -1
## 9030  0.87119114 0.161003293       -1
## 9031  0.84764543 0.134843761       -1
## 9032  0.95013850 0.019127023       -1
## 9033  0.99030471 0.058099208       -1
## 9034  0.83102493 0.065981223       -1
## 9035  0.78531856 0.149180270        1
## 9036  0.55401662 0.140002102       -1
## 9037  0.93351801 0.097071394       -1
## 9038          NA 0.120717439       -1
## 9039  0.82409972 0.027884817       -1
## 9040  0.85872576 0.027884817       -1
## 9041  0.94182825 0.049779304       -1
## 9042  0.95844875 0.032263715       -1
## 9043          NA 0.189904015       -1
## 9044  0.84487535 0.102326070       -1
## 9045          NA 0.009493449       -1
## 9046  0.80886427 0.113273313       -1
## 9047          NA 0.127285784       -1
## 9048  0.76177285 0.032325019       -1
## 9049  0.77562327 0.146115042       -1
## 9050  0.88088643 0.051530862       -1
## 9051  0.97229917 0.035766832       -1
## 9052  0.88088643 0.091378827        1
## 9053          NA 0.036642612       -1
## 9054  0.83933518 0.084810481       -1
## 9055  0.87257618 0.060288657       -1
## 9056  0.86703601 0.027884817       -1
## 9057  0.96260388 0.062915995       -1
## 9058  0.75069252 0.096747355       -1
## 9059  0.83240997 0.052844532       -1
## 9060  0.80193906 0.093130386       -1
## 9061  0.81855956 0.036642612       -1
## 9062  0.99445983 0.080431584        1
## 9063  0.87257618 0.036642612       -1
## 9064  0.73407202 0.238190114       -1
## 9065  0.97368421 0.102326070       -1
## 9066  0.86703601 0.168009528       -1
## 9067  0.85595568 0.091378827       -1
## 9068  0.81717452 0.132102571       -1
## 9069  0.84487535 0.118090100       -1
## 9070          NA 0.041021509       -1
## 9071  0.97091413 0.035328943       -1
## 9072  0.84764543 0.159251734       -1
## 9073  0.88365651 0.115462762       -1
## 9074  0.86980609 0.062399285       -1
## 9075  0.87811634 0.041021509       -1
## 9076  0.97645429 0.041459399       -1
## 9077  0.98891967 0.062915995       -1
## 9078  0.87257618 0.091378827       -1
## 9079  0.97645429 0.065981223        1
## 9080  0.93213296 0.039269950       -1
## 9081  0.99445983 0.080431584        1
## 9082  0.83518006 0.080431584       -1
## 9083  0.96260388 0.036204722       -1
## 9084  0.96121884 0.041021509       -1
## 9085  0.90997230 0.023505920       -1
## 9086  0.78947368 0.059850767       -1
## 9087  0.80055402 0.132978351        1
## 9088  0.96537396 0.163630631       -1
## 9089          NA 0.071673790       -1
## 9090  0.86565097 0.036642612       -1
## 9091  0.88781163 0.027884817       -1
## 9092  0.96814404 0.043648847       -1
## 9093  0.88365651 0.043210958       -1
## 9094  0.83102493 0.150493940       -1
## 9095  0.96260388 0.150493940        1
## 9096  0.83102493 0.023505920       -1
## 9097  0.88227147 0.022192251       -1
## 9098  0.87257618 0.095757724       -1
## 9099  0.85180055 0.123344777       -1
## 9100  0.83518006 0.071673790       -1
## 9101  0.81440443 0.091378827       -1
## 9102  0.82825485 0.162316962       -1
## 9103  0.93490305 0.071673790        1
## 9104  0.83518006 0.097947173       -1
## 9105  0.83102493 0.050217193       -1
## 9106  0.96675900 0.051968752       -1
## 9107  0.83102493 0.042335178       -1
## 9108  0.78254848 0.067294892       -1
## 9109  0.81717452 0.153997057       -1
## 9110  0.88365651 0.097947173        1
## 9111  0.96537396 0.064229664       -1
## 9112  0.98199446 0.045400406       -1
## 9113  0.93628809 0.032263715       -1
## 9114  0.76177285 0.061164436       -1
## 9115  0.96952909 0.082621033       -1
## 9116  0.83656510 0.102326070       -1
## 9117  0.87257618 0.096195614       -1
## 9118  0.82271468 0.135167799       -1
## 9119  0.83102493 0.177643102       -1
## 9120  0.78670360 0.105391298       -1
## 9121  0.96537396 0.083496812       -1
## 9122  0.85872576 0.235882435       -1
## 9123  0.85872576 0.115462762       -1
## 9124  0.85041551 0.116338541       -1
## 9125  0.88088643 0.046819169       -1
## 9126          NA 0.143925594       -1
## 9127  0.83518006 0.343165417       -1
## 9128          NA 0.024819589       -1
## 9129  0.90166205 0.025695369       -1
## 9130  0.77562327 0.045838296       -1
## 9131  0.84487535 0.124220556       -1
## 9132  0.96814404 0.071200869        1
## 9133  0.96121884 0.037518391       -1
## 9134  0.87534626 0.043648847       -1
## 9135  0.83102493 0.126410005       -1
## 9136  0.90027701 0.013438836       -1
## 9137  0.97783934 0.048027745       -1
## 9138  0.83102493 0.046276186       -1
## 9139  0.89612188 0.229751979       -1
## 9140  0.84903047 0.212236390       -1
## 9141  0.96260388 0.056347649       -1
## 9142  0.78947368 0.138233027        1
## 9143  0.84903047 0.082621033       -1
## 9144  0.83102493 0.036642612       -1
## 9145  0.87257618 0.153997057       -1
## 9146  0.88227147 0.132978351        1
## 9147  0.96260388 0.141736145       -1
## 9148  0.88088643 0.076052687       -1
## 9149  0.79639889 0.094006165       -1
## 9150  0.76038781 0.052844532       -1
## 9151          NA 0.109332306       -1
## 9152  0.74515235 0.062140930       -1
## 9153  0.97645429 0.112112905        1
## 9154  0.82825485 0.159251734       -1
## 9155  0.81717452 0.071673790       -1
## 9156  0.87950139 0.032263715       -1
## 9157  0.87396122 0.045400406       -1
## 9158  0.86842105 0.054946402       -1
## 9159  0.83102493 0.051530862       -1
## 9160  0.77562327 0.045838296       -1
## 9161  0.80470914 0.052213970       -1
## 9162          NA 0.080431584       -1
## 9163  0.83102493 0.135167799       -1
## 9164  0.97783934 0.067294892        1
## 9165  0.96121884 0.055909760       -1
## 9166  0.82409972 0.049779304       -1
## 9167  0.92797784 0.045400406       -1
## 9168  0.83795014 0.097947173       -1
## 9169  0.77977839 0.062915995       -1
## 9170  0.83795014 0.031782036       -1
## 9171  0.96260388 0.083277867        1
## 9172  0.96675900 0.041021509       -1
## 9173  0.83518006 0.201727037       -1
## 9174  0.58171745 0.056347649       -1
## 9175  0.85180055 0.091378827       -1
## 9176  0.87257618 0.067294892       -1
## 9177  0.96260388 0.047589855       -1
## 9178  0.96398892 0.159251734       -1
## 9179          NA 0.102326070       -1
## 9180  0.83102493 0.043210958       -1
## 9181  0.91689751 0.039269950       -1
## 9182  0.73268698 0.097947173       -1
## 9183          NA 0.143049814       -1
## 9184  0.97091413 0.078850802       -1
## 9185  0.97368421 0.097947173       -1
## 9186  0.81717452 0.058537098       -1
## 9187  0.82686981 0.116338541       -1
## 9188  0.83933518 0.095319835       -1
## 9189  0.96260388 0.049779304       -1
## 9190  0.78531856 0.023505920       -1
## 9191  0.97091413 0.093130386       -1
## 9192  0.94182825 0.087437820       -1
## 9193  0.76177285 0.080431584       -1
## 9194  0.90581717 0.119841659       -1
## 9195  0.91135734 0.024819589       -1
## 9196  0.59556787 0.062040216       -1
## 9197  0.76177285 0.135526869       -1
## 9198  0.95844875 0.073863238       -1
## 9199  0.92105263 0.036642612       -1
## 9200  0.87257618 0.102763960       -1
## 9201  0.77977839 0.049779304       -1
## 9202  0.98060942 0.029338611       -1
## 9203  0.85318560 0.097947173       -1
## 9204  0.92797784 0.136481469       -1
## 9205  0.85180055 0.167133749       -1
## 9206  0.83102493 0.086124150       -1
## 9207  0.96952909 0.137357248        1
## 9208  0.96398892 0.033139494        1
## 9209  0.87257618 0.062915995       -1
## 9210  0.86426593 0.071235900       -1
## 9211  0.81717452 0.045400406       -1
## 9212          NA 0.049779304       -1
## 9213  0.83102493 0.060726547       -1
## 9214  0.76177285 0.023943810       -1
## 9215          NA 0.124220556       -1
## 9216  0.84903047 0.207419603        1
## 9217  0.96260388 0.126410005       -1
## 9218          NA 0.080431584       -1
## 9219  0.80193906 0.045400406       -1
## 9220  0.82963989 0.115024872       -1
## 9221  0.84764543 0.089189379       -1
## 9222  0.82409972 0.176955615       -1
## 9223  0.81994460 0.067294892       -1
## 9224          NA 0.101012401       -1
## 9225  0.77562327 0.073863238       -1
## 9226          NA 0.084801724       -1
## 9227  0.83379501 0.146115042        1
## 9228          NA 0.163630631       -1
## 9229          NA 0.277481959       -1
## 9230  0.82963989 0.119841659        1
## 9231  0.90027701 0.159251734       -1
## 9232  0.80332410 0.113273313        1
## 9233          NA 0.146115042        1
## 9234  0.96260388 0.051968752       -1
## 9235  0.99584488 0.104077629        1
## 9236  0.96952909 0.188590345        1
## 9237  0.98199446 0.089189379        1
## 9238  0.93628809 0.065981223        1
## 9239  0.99307479 0.090065158       -1
## 9240  0.99861496 0.055033980        1
## 9241  0.96675900 0.052621208       -1
## 9242  0.99584488 0.045763855       -1
## 9243  0.99030471 0.056347649        1
## 9244  0.98753463 0.090503048        1
## 9245  0.91135734 0.047944546        1
## 9246  0.86980609 0.194720802        1
## 9247  0.86288089 0.235882435        1
## 9248  0.92659280 0.086562040        1
## 9249  0.99307479 0.090065158       -1
## 9250  0.99584488 0.045763855       -1
## 9251  0.99722992 0.065543334       -1
## 9252  0.93213296 0.038832061       -1
## 9253  0.83102493 0.168009528       -1
## 9254  0.86980609 0.115462762       -1
## 9255  0.96398892 0.027884817       -1
## 9256  0.92105263 0.095757724       -1
## 9257  0.96814404 0.032285609       -1
## 9258  0.90027701 0.141736145       -1
## 9259  0.96814404 0.041021509       -1
## 9260  0.96121884 0.079117915       -1
## 9261          NA 0.082183143       -1
## 9262  0.88504155 0.074301128       -1
## 9263          NA 0.025695369       -1
## 9264  0.97091413 0.049341414       -1
## 9265  0.85595568 0.040583619       -1
## 9266  0.84487535 0.137795138       -1
## 9267  0.85180055 0.044086737       -1
## 9268  0.87257618 0.080431584       -1
## 9269  0.83102493 0.161879072       -1
## 9270  0.83102493 0.123782667       -1
## 9271  0.80332410 0.164068521       -1
## 9272  0.83102493 0.130351012       -1
## 9273  0.87257618 0.071673790       -1
## 9274  0.98337950 0.054158201       -1
## 9275  0.99445983 0.047515414       -1
## 9276  0.94875346 0.047589855       -1
## 9277          NA 0.041021509       -1
## 9278  0.88365651 0.054158201       -1
## 9279  0.83102493 0.049779304       -1
## 9280  0.82825485 0.080431584       -1
## 9281  0.83102493 0.062915995       -1
## 9282  0.87534626 0.101270756       -1
## 9283  0.96398892 0.044524627       -1
## 9284  0.99445983 0.016937574       -1
## 9285  0.99445983 0.016937574       -1
## 9286  0.84487535 0.127723674       -1
## 9287  0.86565097 0.193779339        1
## 9288  0.83102493 0.036642612       -1
## 9289  0.55401662 0.057573741       -1
## 9290  0.97645429 0.045400406       -1
## 9291  0.95429363 0.035328943       -1
## 9292  0.83102493 0.086999930       -1
## 9293  0.87257618 0.047589855       -1
## 9294  0.99445983 0.048137217       -1
## 9295  0.76177285 0.044524627       -1
## 9296  0.83102493 0.054158201       -1
## 9297  0.97091413 0.041021509       -1
## 9298  0.85872576 0.045404785       -1
## 9299  0.94736842 0.012558677       -1
## 9300  0.90304709 0.111083865       -1
## 9301  0.86980609 0.032473902       -1
## 9302  0.88088643 0.058537098       -1
## 9303  0.88088643 0.064667554       -1
## 9304  0.88088643 0.049779304       -1
## 9305  0.84487535 0.021316472       -1
## 9306  0.83102493 0.025695369       -1
## 9307  0.82548476 0.056216282       -1
## 9308  0.87257618 0.034453163       -1
## 9309  0.86565097 0.036642612       -1
## 9310  0.87257618 0.051968752       -1
## 9311  0.94182825 0.028305192       -1
## 9312  0.78808864 0.025695369       -1
## 9313  0.94182825 0.005990331       -1
## 9314  0.80332410 0.080431584       -1
## 9315  0.87950139 0.036642612       -1
## 9316  0.93767313 0.010369229       -1
## 9317  0.91412742 0.089189379       -1
## 9318  0.88365651 0.062915995       -1
## 9319  0.86980609 0.054158201       -1
## 9320  0.91551247 0.036642612       -1
## 9321  0.87257618 0.064667554       -1
## 9322  0.87257618 0.040145730       -1
## 9323          NA 0.093568276       -1
## 9324  0.83102493 0.153559168       -1
## 9325  0.93490305 0.080431584       -1
## 9326  0.91412742 0.034015274       -1
## 9327  0.87257618 0.032263715       -1
## 9328  0.83795014 0.058537098       -1
## 9329  0.99307479 0.093568276       -1
## 9330  0.91412742 0.028760597       -1
## 9331  0.86703601 0.141736145       -1
## 9332  0.84764543 0.041021509       -1
## 9333  0.83795014 0.097947173       -1
## 9334  0.96537396 0.040145730       -1
## 9335  0.83933518 0.094006165       -1
## 9336  0.78947368 0.128599454       -1
## 9337  0.83102493 0.054158201       -1
## 9338  0.99722992 0.047589855       -1
## 9339  0.87257618 0.036642612       -1
## 9340  0.76177285 0.049779304       -1
## 9341  0.76177285 0.125534225       -1
## 9342  0.85872576 0.080431584       -1
## 9343  0.99445983 0.061558537       -1
## 9344  0.83656510 0.124220556       -1
## 9345  0.83102493 0.062915995       -1
## 9346  0.88365651 0.062915995       -1
## 9347  0.98614958 0.058537098       -1
## 9348  0.84487535 0.044086737       -1
## 9349  0.75900277 0.124220556        1
## 9350  0.97091413 0.043648847       -1
## 9351          NA 0.054158201       -1
## 9352  0.99445983 0.047515414       -1
## 9353  0.96814404 0.045400406       -1
## 9354  0.91412742 0.047589855       -1
## 9355  0.78531856 0.126410005       -1
## 9356  0.88365651 0.093130386       -1
## 9357          NA 0.080431584       -1
## 9358          NA 0.051968752       -1
## 9359  0.89612188 0.028760597       -1
## 9360  0.96260388 0.080431584       -1
## 9361  0.99307479 0.062915995       -1
## 9362  0.97783934 0.131664682        1
## 9363  0.87396122 0.189904015       -1
## 9364  0.96121884 0.097947173       -1
## 9365  0.99168975 0.118965880       -1
## 9366  0.86565097 0.133547607       -1
## 9367  0.83102493 0.124220556       -1
## 9368  0.78254848 0.045400406       -1
## 9369  0.76177285 0.111394766       -1
## 9370  0.84487535 0.067294892       -1
## 9371  0.85872576 0.061164436       -1
## 9372  0.81717452 0.099698732       -1
## 9373  0.95983380 0.032263715       -1
## 9374  0.73822715 0.102326070       -1
## 9375  0.87950139 0.059631822       -1
## 9376  0.83102493 0.029636376       -1
## 9377  0.88919668 0.071673790       -1
## 9378  0.72022161 0.093568276       -1
## 9379  0.94598338 0.009493449       -1
## 9380  0.96121884 0.062915995       -1
## 9381  0.55401662 0.071673790       -1
## 9382  0.96537396 0.094006165       -1
## 9383  0.97783934 0.098385063        1
## 9384  0.85180055 0.067294892       -1
## 9385  0.92797784 0.049779304       -1
## 9386  0.83102493 0.102326070       -1
## 9387  0.96260388 0.099050655       -1
## 9388  0.77562327 0.083496812       -1
## 9389  0.94598338 0.082183143       -1
## 9390  0.90027701 0.045400406       -1
## 9391  0.83102493 0.058537098       -1
## 9392  0.88365651 0.030074266       -1
## 9393  0.84210526 0.047589855       -1
## 9394  0.97229917 0.111083865       -1
## 9395  0.96952909 0.021316472       -1
## 9396  0.90304709 0.045400406       -1
## 9397  0.79639889 0.192531353       -1
## 9398  0.73407202 0.104953409       -1
## 9399  0.92797784 0.048465634       -1
## 9400  0.81717452 0.054158201       -1
## 9401  0.86980609 0.068455300       -1
## 9402  0.88088643 0.076052687       -1
## 9403  0.83795014 0.032263715       -1
## 9404  0.88365651 0.058537098       -1
## 9405  0.83102493 0.022630141       -1
## 9406  0.88227147 0.041021509       -1
## 9407          NA 0.049341414       -1
## 9408  0.83102493 0.049779304       -1
## 9409  0.58310249 0.041021509       -1
## 9410  0.86288089 0.034015274       -1
## 9411  0.87950139 0.035328943       -1
## 9412  0.83102493 0.038394171       -1
## 9413  0.87257618 0.039269950       -1
## 9414  0.83102493 0.024381700       -1
## 9415  0.91828255 0.047589855       -1
## 9416  0.99584488 0.076490577       -1
## 9417  0.83933518 0.080957052       -1
## 9418  0.84487535 0.059285889       -1
## 9419  0.96398892 0.045400406       -1
## 9420  0.88781163 0.089189379       -1
## 9421          NA 0.211798501       -1
## 9422  0.81717452 0.060726547       -1
## 9423  0.87257618 0.035328943       -1
## 9424  0.83102493 0.048027745       -1
## 9425  0.90304709 0.032263715       -1
## 9426  0.93351801 0.041021509       -1
## 9427  0.86565097 0.054158201       -1
## 9428  0.97091413 0.036204722       -1
## 9429  0.83102493 0.041021509       -1
## 9430  0.90858726 0.041021509       -1
## 9431  0.85595568 0.032263715       -1
## 9432  0.90581717 0.032263715       -1
## 9433  0.95844875 0.062915995       -1
## 9434  0.95844875 0.062915995       -1
## 9435  0.99861496 0.058537098       -1
## 9436  0.91135734 0.067294892       -1
## 9437  0.84210526 0.168009528       -1
## 9438  0.87257618 0.118965880       -1
## 9439  0.83518006 0.045400406       -1
## 9440  0.90720222 0.064229664       -1
## 9441  0.87119114 0.041021509       -1
## 9442  0.98060942 0.054158201       -1
## 9443  0.95013850 0.047589855       -1
## 9444  0.69252078 0.032263715       -1
## 9445  0.76177285 0.044524627       -1
## 9446  0.76177285 0.044524627       -1
## 9447          NA 0.075176907       -1
## 9448  0.83102493 0.124220556       -1
## 9449          NA 0.073863238       -1
## 9450  0.96537396 0.042335178       -1
## 9451  0.90997230 0.045400406       -1
## 9452  0.83102493 0.076052687       -1
## 9453  0.83102493 0.034453163       -1
## 9454  0.81717452 0.062915995       -1
## 9455  0.83102493 0.019127023       -1
## 9456  0.78947368 0.038394171       -1
## 9457  0.83795014 0.225307399       -1
## 9458  0.85872576 0.089189379       -1
## 9459  0.84487535 0.023505920       -1
## 9460          NA 0.054158201       -1
## 9461  0.98060942 0.001611434       -1
## 9462  0.86703601 0.058537098       -1
## 9463          NA 0.029053983       -1
## 9464  0.83102493 0.116776431       -1
## 9465  0.88365651 0.041897289       -1
## 9466  0.97783934 0.036642612       -1
## 9467  0.97645429 0.054158201       -1
## 9468  0.90027701 0.130788902       -1
## 9469  0.94598338 0.058537098       -1
## 9470  0.91828255 0.048903524       -1
## 9471  0.97091413 0.060726547       -1
## 9472  0.93767313 0.059850767       -1
## 9473          NA 0.102326070       -1
## 9474  0.96260388 0.093568276       -1
## 9475          NA 0.168009528        1
## 9476  0.80055402 0.071673790       -1
## 9477  0.83102493 0.159251734       -1
## 9478  0.83795014 0.048027745       -1
## 9479  0.99030471 0.041021509       -1
## 9480  0.86565097 0.041021509       -1
## 9481  0.96537396 0.043648847       -1
## 9482  0.91689751 0.041021509       -1
## 9483  0.91412742 0.045400406       -1
## 9484  0.87119114 0.036642612       -1
## 9485  0.97091413 0.060726547       -1
## 9486  0.84903047 0.041021509       -1
## 9487  0.92797784 0.058537098       -1
## 9488  0.76177285 0.089189379       -1
## 9489  0.84487535 0.071673790       -1
## 9490  0.85041551 0.122468997       -1
## 9491  0.94182825 0.034453163       -1
## 9492  0.87950139 0.032263715       -1
## 9493  0.90443213 0.046714076       -1
## 9494  0.83102493 0.056347649       -1
## 9495  0.81301939 0.080431584       -1
## 9496  0.83102493 0.027884817       -1
## 9497  0.83102493 0.035368353       -1
## 9498  0.76315789 0.189904015       -1
## 9499  0.96260388 0.069046451       -1
## 9500  0.55540166 0.125534225       -1
## 9501          NA 0.076052687       -1
## 9502          NA 0.051968752       -1
## 9503  0.96398892 0.044664752       -1
## 9504          NA 0.148304491       -1
## 9505  0.97645429 0.043210958       -1
## 9506  0.93628809 0.074739018       -1
## 9507  0.98476454 0.049779304       -1
## 9508          NA 0.020002802       -1
## 9509  0.93213296 0.014748126       -1
## 9510  0.90858726 0.045400406       -1
## 9511  0.96814404 0.049779304       -1
## 9512  0.83102493 0.032263715       -1
## 9513  0.96398892 0.047589855       -1
## 9514          NA 0.019630596       -1
## 9515  0.73407202 0.051968752       -1
## 9516  0.73268698 0.069046451       -1
## 9517  0.91412742 0.032263715       -1
## 9518  0.83102493 0.049779304       -1
## 9519  0.96952909 0.045838296       -1
## 9520  0.96675900 0.036642612       -1
## 9521  0.96121884 0.118668115       -1
## 9522  0.81717452 0.108018637       -1
## 9523          NA 0.045400406       -1
## 9524  0.84764543 0.080431584       -1
## 9525  0.83102493 0.168009528       -1
## 9526  0.96675900 0.068126883       -1
## 9527          NA 0.130788902       -1
## 9528  0.81717452 0.034615183       -1
## 9529  0.84072022 0.129037343       -1
## 9530  0.85872576 0.023505920       -1
## 9531  0.87950139 0.081307364       -1
## 9532  0.93074792 0.015623905       -1
## 9533  0.95844875 0.095757724       -1
## 9534  0.41551247 0.045400406       -1
## 9535  0.98337950 0.111083865       -1
## 9536  0.88088643 0.047589855       -1
## 9537  0.74930748 0.077804246       -1
## 9538  0.97368421 0.051530862       -1
## 9539  0.83102493 0.095757724       -1
## 9540          NA 0.058537098       -1
## 9541  0.83102493 0.043648847       -1
## 9542  0.83102493 0.019127023       -1
## 9543  0.98476454 0.061921986       -1
## 9544  0.81301939 0.093130386       -1
## 9545  0.83102493 0.044524627       -1
## 9546  0.95429363 0.054158201       -1
## 9547  0.87950139 0.049779304       -1
## 9548  0.77977839 0.076052687       -1
## 9549  0.99307479 0.093568276       -1
## 9550  0.88088643 0.124220556       -1
## 9551  0.83795014 0.062915995       -1
## 9552  0.83102493 0.075176907       -1
## 9553  0.94182825 0.039707840       -1
## 9554  0.91689751 0.023392069       -1
## 9555  0.85872576 0.041021509       -1
## 9556  0.87257618 0.099260842       -1
## 9557  0.85872576 0.032263715       -1
## 9558  0.81717452 0.086999930       -1
## 9559  0.83102493 0.041021509       -1
## 9560  0.87257618 0.041021509       -1
## 9561  0.95844875 0.062915995       -1
## 9562  0.84626039 0.041021509       -1
## 9563  0.83102493 0.036642612       -1
## 9564          NA 0.009493449       -1
## 9565  0.85595568 0.095319835       -1
## 9566  0.80332410 0.036642612       -1
## 9567  0.93351801 0.032263715       -1
## 9568  0.95706371 0.045400406       -1
## 9569  0.93490305 0.017222203       -1
## 9570  0.96398892 0.095757724        1
## 9571  0.88088643 0.032263715       -1
## 9572  0.86565097 0.054596091       -1
## 9573  0.85872576 0.043210958       -1
## 9574  0.83102493 0.084810481       -1
## 9575  0.91412742 0.005990331       -1
## 9576          NA 0.058537098       -1
## 9577  0.88642659 0.041021509       -1
## 9578  0.93628809 0.105829188       -1
## 9579  0.85041551 0.054158201       -1
## 9580  0.96398892 0.051968752       -1
## 9581  0.96260388 0.034891053       -1
## 9582  0.89473684 0.080431584       -1
## 9583          NA 0.023505920       -1
## 9584  0.96260388 0.080431584       -1
## 9585  0.96260388 0.062915995       -1
## 9586  0.77146814 0.178956772       -1
## 9587  0.82548476 0.050655083       -1
## 9588          NA 0.220556295       -1
## 9589  0.83102493 0.193407132       -1
## 9590  0.78393352 0.109332306       -1
## 9591  0.84210526 0.089189379       -1
## 9592          NA 0.049779304       -1
## 9593  0.86426593 0.032263715       -1
## 9594  0.85872576 0.160127513       -1
## 9595  0.95983380 0.110746690       -1
## 9596  0.86426593 0.036642612       -1
## 9597  0.88642659 0.115462762       -1
## 9598  0.97091413 0.106704967       -1
## 9599          NA 0.115462762       -1
## 9600  0.87257618 0.075176907       -1
## 9601  0.83102493 0.218804736       -1
## 9602  0.96952909 0.080431584       -1
## 9603          NA 0.049341414       -1
## 9604  0.66897507 0.124220556       -1
## 9605          NA 0.080431584       -1
## 9606  0.97922438 0.054158201       -1
## 9607  0.78254848 0.093568276       -1
## 9608  0.83102493 0.129037343       -1
## 9609  0.80332410 0.113273313        1
## 9610  0.96260388 0.051968752       -1
## 9611  0.96675900 0.052621208       -1
## 9612  0.86980609 0.194720802        1
## 9613  0.86288089 0.235882435        1
## 9614  0.92520776 0.093568276       -1
## 9615  0.88365651 0.058099208       -1
## 9616  0.99722992 0.065105444        1
## 9617          NA 0.157062285       -1
## 9618  0.98891967 0.054158201        1
## 9619  0.94736842 0.038853955       -1
## 9620  0.96675900 0.104515519       -1
## 9621  0.90720222 0.140422476        1
## 9622  0.94736842 0.094881945       -1
## 9623  0.79778393 0.059412877       -1
## 9624  0.96814404 0.051968752       -1
## 9625  0.94598338 0.110208085       -1
## 9626  0.90581717 0.032263715       -1
## 9627  0.96537396 0.107580747        1
## 9628  0.90304709 0.034891053       -1
## 9629  0.99722992 0.042904435       -1
## 9630  0.87396122 0.168009528        1
## 9631  0.87257618 0.088313599       -1
## 9632  0.92520776 0.100136622       -1
## 9633  0.93213296 0.045838296       -1
## 9634  0.92936288 0.055909760       -1
## 9635  0.90581717 0.065101065       -1
## 9636  0.96952909 0.061164436       -1
## 9637  0.99307479 0.084061690        1
## 9638  0.87257618 0.070798010       -1
## 9639  0.94044321 0.020002802       -1
## 9640  0.81024931 0.045400406       -1
## 9641  0.93213296 0.044327577       -1
## 9642  0.93628809 0.099685595       -1
## 9643  0.83102493 0.059793842       -1
## 9644  0.94875346 0.087866952       -1
## 9645  0.88504155 0.044086737       -1
## 9646  0.97091413 0.040925173       -1
## 9647  0.93074792 0.058112345       -1
## 9648          NA 0.070798010       -1
## 9649          NA 0.042773068       -1
## 9650  0.93351801 0.084810481       -1
## 9651  0.96537396 0.109770195       -1
## 9652  0.99584488 0.042335178       -1
## 9653  0.80332410 0.036642612       -1
## 9654  0.94321330 0.076052687        1
## 9655  0.86703601 0.058537098       -1
## 9656  0.98614958 0.044524627       -1
## 9657  0.83102493 0.049779304       -1
## 9658  0.98753463 0.038832061       -1
## 9659  0.83102493 0.168850277        1
## 9660  0.92936288 0.062040216       -1
## 9661  0.81578947 0.065543334        1
## 9662  0.96260388 0.059850767       -1
## 9663  0.93628809 0.062915995       -1
## 9664  0.95013850 0.053067855       -1
## 9665  0.93490305 0.069484341       -1
## 9666  0.99445983 0.065981223       -1
## 9667  0.99722992 0.182416100        1
## 9668  0.99722992 0.026133259       -1
## 9669  0.94459834 0.058537098       -1
## 9670  0.98060942 0.040583619       -1
## 9671  0.91966759 0.029636376       -1
## 9672  0.96814404 0.046276186       -1
## 9673  0.97506925 0.056785539        1
## 9674  0.93490305 0.141736145        1
## 9675  0.91412742 0.026133259       -1
## 9676  0.96952909 0.343165417        1
## 9677  0.94044321 0.097947173       -1
## 9678  0.93490305 0.141963848        1
## 9679  0.91135734 0.048903524       -1
## 9680  0.83102493 0.084810481       -1
## 9681  0.97506925 0.036642612       -1
## 9682  0.95290859 0.051968752       -1
## 9683  0.98337950 0.159251734        1
## 9684  0.97506925 0.043210958       -1
## 9685  0.99445983 0.087836299        1
## 9686  0.83795014 0.076052687       -1
## 9687  0.91966759 0.035841274       -1
## 9688  0.82132964 0.134729910        1
## 9689  0.91828255 0.110681006        1
## 9690  0.83102493 0.213550060        1
## 9691  0.97368421 0.150493940        1
## 9692  0.94044321 0.086124150       -1
## 9693  0.96675900 0.072549569        1
## 9694  0.93905817 0.093568276        1
## 9695  0.99445983 0.048903524        1
## 9696  0.83102493 0.113273313       -1
## 9697  0.97091413 0.048903524       -1
## 9698  0.97645429 0.074739018       -1
## 9699  0.84903047 0.174770546       -1
## 9700  0.88365651 0.032263715       -1
## 9701  0.96952909 0.051377601       -1
## 9702          NA 0.108456526        1
## 9703  0.83102493 0.028322707       -1
## 9704  0.97922438 0.041673965       -1
## 9705  0.69806094 0.071673790       -1
## 9706  0.92659280 0.067294892        1
## 9707  0.96952909 0.044524627       -1
## 9708  0.96675900 0.099698732        1
## 9709  0.93767313 0.111083865        1
## 9710  0.92659280 0.031764520       -1
## 9711  0.88088643 0.042751174       -1
## 9712          NA 0.008179780       -1
## 9713          NA 0.044769845       -1
## 9714  0.83102493 0.036642612       -1
## 9715  0.90581717 0.027534506       -1
## 9716  0.99722992 0.049779304       -1
## 9717  0.91412742 0.074739018       -1
## 9718  0.93351801 0.066857003        1
## 9719  0.98614958 0.056404575       -1
## 9720  0.99722992 0.030950046       -1
## 9721  0.92936288 0.030074266       -1
## 9722  0.99722992 0.045685035       -1
## 9723  0.91135734 0.030074266       -1
## 9724  0.92797784 0.079117915       -1
## 9725  0.90027701 0.072637147       -1
## 9726  0.95152355 0.111596196       -1
## 9727  0.97091413 0.047589855       -1
## 9728          NA 0.097947173        1
## 9729  0.92105263 0.027009038       -1
## 9730  0.96121884 0.040320886       -1
## 9731  0.99030471 0.054596091       -1
## 9732  0.92659280 0.053207980       -1
## 9733  0.99722992 0.045685035       -1
## 9734  0.88227147 0.072549569       -1
## 9735  0.99722992 0.041021509       -1
## 9736  0.71745152 0.062915995       -1
## 9737  0.96121884 0.068608562       -1
## 9738  0.78947368 0.030512156       -1
## 9739  0.99722992 0.028975163       -1
## 9740  0.99030471 0.095297940       -1
## 9741  0.98753463 0.067724024       -1
## 9742          NA 0.196472360        1
## 9743  0.88919668 0.073863238       -1
## 9744  0.99307479 0.055283577       -1
## 9745  0.99445983 0.064667554       -1
## 9746  0.93628809 0.087998319       -1
## 9747  0.96952909 0.061164436       -1
## 9748  0.87673130 0.074739018       -1
## 9749  0.96952909 0.056785539       -1
## 9750  0.91135734 0.093568276       -1
## 9751  0.83102493 0.163192742        1
## 9752  0.85180055 0.044086737       -1
## 9753  0.96537396 0.049779304       -1
## 9754  0.99307479 0.117652210       -1
## 9755  0.93074792 0.052932110       -1
## 9756  0.98753463 0.069790864       -1
## 9757  0.99307479 0.070360121       -1
## 9758  0.99168975 0.089189379       -1
## 9759  0.94736842 0.073863238       -1
## 9760  0.85041551 0.080431584       -1
## 9761  0.90581717 0.030950046       -1
## 9762  0.98891967 0.055033980       -1
## 9763  0.98614958 0.112397534       -1
## 9764  0.84072022 0.054158201       -1
## 9765  0.81717452 0.054158201       -1
## 9766  0.96952909 0.062915995       -1
## 9767  0.96121884 0.058974988       -1
## 9768  0.93628809 0.057779549       -1
## 9769  0.98476454 0.108018637        1
## 9770  0.89473684 0.027884817       -1
## 9771  0.99861496 0.038832061       -1
## 9772  0.99861496 0.038832061       -1
## 9773  0.84626039 0.056347649       -1
## 9774  0.94044321 0.106704967       -1
## 9775  0.93905817 0.048780915       -1
## 9776  0.96398892 0.051968752       -1
## 9777  0.91274238 0.025695369       -1
## 9778  0.99307479 0.030205633        1
## 9779  0.96814404 0.040145730       -1
## 9780  0.92936288 0.080431584        1
## 9781  0.94459834 0.069352974        1
## 9782  0.93213296 0.035355216       -1
## 9783  0.93767313 0.123344777       -1
## 9784  0.89335180 0.194282912        1
## 9785          NA 0.062915995       -1
## 9786  0.96814404 0.058537098       -1
## 9787  0.90027701 0.023304491       -1
## 9788          NA 0.146115042        1
## 9789  0.90304709 0.046714076       -1
## 9790  0.96260388 0.060288657       -1
## 9791  0.98753463 0.139108807        1
## 9792  0.96675900 0.032539585       -1
## 9793  0.90720222 0.049779304       -1
## 9794  0.94459834 0.081307364       -1
## 9795  0.90443213 0.036940377       -1
## 9796  0.99445983 0.051092973        1
## 9797  0.97922438 0.069125271       -1
## 9798  0.98614958 0.055147832       -1
## 9799  0.93628809 0.086999930       -1
## 9800  0.99445983 0.012996567       -1
## 9801  0.96814404 0.144573671       -1
## 9802  0.98337950 0.111653121        1
## 9803  0.93351801 0.085686261        1
## 9804  0.99722992 0.048903524       -1
## 9805  0.99722992 0.031239053       -1
## 9806  0.99722992 0.031239053       -1
## 9807  0.99722992 0.031239053       -1
## 9808  0.99722992 0.031239053       -1
## 9809  0.95429363 0.037518391       -1
## 9810  0.81301939 0.071673790       -1
## 9811  0.93767313 0.090065158        1
## 9812  0.92797784 0.058537098       -1
## 9813  0.95706371 0.075176907        1
## 9814  0.94598338 0.069948504       -1
## 9815  0.98891967 0.075505325        1
## 9816  0.96675900 0.097947173       -1
## 9817          NA 0.083277867        1
## 9818          NA 0.030074266       -1
## 9819  0.68144044 0.077366356        1
## 9820  0.94736842 0.049779304       -1
## 9821  0.91828255 0.104953409       -1
## 9822  0.90997230 0.044437049       -1
## 9823  0.83102493 0.056785539       -1
## 9824  0.99307479 0.064667554       -1
## 9825  0.89335180 0.027884817       -1
## 9826  0.95013850 0.045641246       -1
## 9827  0.86980609 0.071673790       -1
## 9828  0.99722992 0.039269950       -1
## 9829  0.91135734 0.090266587       -1
## 9830  0.77008310 0.147428712       -1
## 9831  0.93905817 0.027884817       -1
## 9832  0.92105263 0.058537098       -1
## 9833  0.90720222 0.016937574       -1
## 9834  0.90027701 0.051311918       -1
## 9835  0.94736842 0.046302459       -1
## 9836  0.94736842 0.060288657       -1
## 9837  0.99722992 0.039269950       -1
## 9838  0.99722992 0.039882996       -1
## 9839  0.99722992 0.041459399       -1
## 9840  0.99722992 0.041459399       -1
## 9841  0.96537396 0.032320640       -1
## 9842  0.84487535 0.074301128       -1
## 9843  0.93213296 0.063879353       -1
## 9844  0.80470914 0.249457017        1
## 9845  0.93351801 0.065543334       -1
## 9846  0.99584488 0.046276186       -1
## 9847  0.94736842 0.025695369       -1
## 9848  0.96121884 0.039269950       -1
## 9849  0.99722992 0.031085791       -1
## 9850  0.93490305 0.058537098       -1
## 9851  0.90027701 0.051530862       -1
## 9852  0.95013850 0.059850767       -1
## 9853  0.96952909 0.084416381       -1
## 9854  0.99722992 0.041021509       -1
## 9855  0.84487535 0.102326070        1
## 9856  0.94598338 0.093568276       -1
## 9857  0.78531856 0.216177398       -1
## 9858  0.94044321 0.043648847       -1
## 9859  0.93628809 0.062110278       -1
## 9860  0.91135734 0.186838787       -1
## 9861  0.98476454 0.043648847        1
## 9862  0.98891967 0.093568276        1
## 9863  0.69252078 0.064667554       -1
## 9864  0.89612188 0.034453163       -1
## 9865  0.91551247 0.032263715       -1
## 9866  0.87257618 0.068608562       -1
## 9867  0.98199446 0.089189379        1
## 9868  0.40166205 0.103933125        1
## 9869  0.95844875 0.040145730       -1
## 9870  0.92797784 0.095319835       -1
## 9871  0.96537396 0.030074266       -1
## 9872  0.99861496 0.037080502       -1
## 9873  0.99722992 0.041897289       -1
## 9874  0.99722992 0.045838296       -1
## 9875  0.95706371 0.171074757        1
## 9876  0.98891967 0.058537098       -1
## 9877  0.93074792 0.069922231       -1
## 9878  0.93905817 0.130788902       -1
## 9879          NA 0.072549569       -1
## 9880  0.97645429 0.073863238        1
## 9881  0.93213296 0.059412877       -1
## 9882  0.97783934 0.054915750       -1
## 9883          NA 0.051968752       -1
## 9884  0.95429363 0.222745744        1
## 9885  0.98060942 0.085686261        1
## 9886  0.98891967 0.111083865        1
## 9887  0.76177285 0.027884817       -1
## 9888  0.90304709 0.043285399       -1
## 9889  0.83656510 0.076052687       -1
## 9890  0.97368421 0.090262208        1
## 9891  0.98891967 0.041021509       -1
## 9892  0.91551247 0.039751629       -1
## 9893  0.93074792 0.056785539       -1
## 9894  0.93767313 0.083058922       -1
## 9895  0.99307479 0.080431584        1
## 9896  0.99584488 0.042335178       -1
## 9897  0.94321330 0.048027745       -1
## 9898  0.92936288 0.074196034       -1
## 9899  0.96260388 0.091378827       -1
## 9900  0.97506925 0.054158201        1
## 9901  0.98753463 0.096633504        1
## 9902  0.96260388 0.089189379        1
## 9903  0.92797784 0.060420024       -1
## 9904  0.99722992 0.039269950       -1
## 9905  0.97783934 0.073972711        1
## 9906  0.99722992 0.043648847       -1
## 9907  0.99445983 0.034891053       -1
## 9908  0.87257618 0.066419113       -1
## 9909  0.93767313 0.067294892       -1
## 9910  0.55401662 0.069046451       -1
## 9911  0.99722992 0.045838296       -1
## 9912  0.93905817 0.054158201       -1
## 9913  0.99722992 0.072987459        1
## 9914  0.94459834 0.047151965       -1
## 9915  0.93074792 0.072549569        1
## 9916          NA 0.070360121       -1
## 9917  0.93074792 0.065105444       -1
## 9918  0.90720222 0.019127023       -1
## 9919  0.93074792 0.058230575       -1
## 9920  0.58171745 0.069046451       -1
## 9921  0.73407202 0.092473551       -1
## 9922          NA 0.037956281       -1
## 9923  0.99445983 0.041021509       -1
## 9924  0.97506925 0.063283823       -1
## 9925  0.97091413 0.112835424       -1
## 9926  0.92797784 0.042773068       -1
## 9927  0.47645429 0.160565403       -1
## 9928  0.83656510 0.058537098       -1
## 9929  0.98337950 0.055909760       -1
## 9930  0.66204986 0.025695369        1
## 9931  0.91966759 0.041021509       -1
## 9932  0.99584488 0.032701604       -1
## 9933          NA 0.016937574       -1
## 9934  0.99307479 0.052349716       -1
## 9935  0.90027701 0.054158201       -1
## 9936  0.94598338 0.060726547       -1
## 9937  0.98476454 0.077607195       -1
## 9938  0.93074792 0.055471870       -1
## 9939  0.83102493 0.032701604       -1
## 9940  0.86980609 0.031957192       -1
## 9941  0.76177285 0.045400406       -1
## 9942  0.90858726 0.027009038       -1
## 9943  0.97229917 0.061265151        1
## 9944  0.96537396 0.067294892       -1
## 9945  0.83102493 0.095757724       -1
## 9946  0.98476454 0.038394171       -1
## 9947  0.94182825 0.045400406       -1
## 9948  0.99722992 0.038293456       -1
## 9949  0.93905817 0.044086737       -1
## 9950  0.83240997 0.128599454        1
## 9951  0.93628809 0.045400406       -1
## 9952  0.90997230 0.021316472       -1
## 9953          NA 0.209609052        1
## 9954  0.90166205 0.010680130       -1
## 9955  0.97091413 0.045400406        1
## 9956  0.92105263 0.064886499       -1
## 9957  0.83102493 0.033577384       -1
## 9958  0.96537396 0.055305472       -1
## 9959  0.91274238 0.079555805       -1
## 9960  0.92105263 0.043210958       -1
## 9961  0.96952909 0.189904015        1
## 9962  0.93213296 0.041021509       -1
## 9963  0.97645429 0.051968752       -1
## 9964  0.91412742 0.031387935       -1
## 9965  0.92520776 0.097509283        1
## 9966  0.93351801 0.055033980       -1
## 9967  0.87673130 0.061225741       -1
## 9968  0.97091413 0.045400406       -1
## 9969  0.93213296 0.111105759        1
## 9970  0.74930748 0.080431584       -1
## 9971  0.92936288 0.082621033        1
## 9972  0.94182825 0.122031108       -1
## 9973  0.98891967 0.085686261        1
## 9974  0.92382271 0.097947173       -1
## 9975  0.91135734 0.041021509       -1
## 9976  0.96260388 0.083058922        1
## 9977  0.41551247 0.036642612       -1
## 9978  0.99168975 0.082621033        1
## 9979  0.94875346 0.051530862       -1
## 9980  0.92659280 0.052844532       -1
## 9981  0.97783934 0.048903524       -1
## 9982  0.91551247 0.071257794       -1
## 9983  0.96952909 0.057661319       -1
## 9984  0.98753463 0.074196034       -1
## 9985  0.91551247 0.053610839       -1
## 9986          NA 0.124220556        1
## 9987  0.96814404 0.102326070       -1
## 9988  0.97783934 0.031387935        1
## 9989  0.82132964 0.190341904        1
## 9990  0.91828255 0.053654628       -1
## 9991  0.99445983 0.047151965       -1
## 9992  0.95567867 0.047589855       -1
## 9993  0.98753463 0.052406642       -1
## 9994  0.93213296 0.100574511       -1
## 9995  0.93213296 0.046714076       -1
## 9996  0.97506925 0.084810481       -1
## 9997  0.97091413 0.070609718       -1
## 9998  0.91135734 0.100136622       -1
## 9999  0.95844875 0.219680516        1
## 10000 0.91274238 0.065105444       -1
## 10001         NA 0.032263715       -1
## 10002 0.92105263 0.129869334        1
## 10003         NA 0.159251734        1
## 10004 0.93628809 0.049779304       -1
## 10005 0.96398892 0.065105444       -1
## 10006 0.95844875 0.036673264       -1
## 10007 0.83102493 0.141736145       -1
## 10008 0.94459834 0.059850767       -1
## 10009 0.96814404 0.083974112       -1
## 10010 0.96675900 0.045400406       -1
## 10011 0.84764543 0.112835424       -1
## 10012 0.92382271 0.054596091       -1
## 10013 0.90581717 0.039707840       -1
## 10014 0.95429363 0.132978351       -1
## 10015 0.94875346 0.124658446        1
## 10016 0.83933518 0.070798010       -1
## 10017 0.93628809 0.050655083       -1
## 10018 0.85180055 0.044086737       -1
## 10019 0.92105263 0.126410005       -1
## 10020 0.83102493 0.081640160       -1
## 10021 0.98753463 0.065105444       -1
## 10022 0.90720222 0.097947173        1
## 10023 0.90997230 0.048903524       -1
## 10024 0.99307479 0.062915995        1
## 10025 0.91412742 0.060288657       -1
## 10026 0.87396122 0.146115042        1
## 10027 0.93767313 0.085686261       -1
## 10028 0.84349030 0.092254607       -1
## 10029 0.85872576 0.049779304       -1
## 10030 0.93490305 0.105391298        1
## 10031 0.91966759 0.064540566       -1
## 10032 0.83102493 0.051968752       -1
## 10033 0.93074792 0.050655083       -1
## 10034 0.91966759 0.042335178       -1
## 10035 0.96675900 0.034991768       -1
## 10036 0.97922438 0.080431584       -1
## 10037 0.85041551 0.101012401        1
## 10038 0.99584488 0.063353885        1
## 10039 0.86011080 0.027884817       -1
## 10040 0.93074792 0.080431584       -1
## 10041 0.92520776 0.065105444       -1
## 10042 0.94044321 0.130351012        1
## 10043 0.91828255 0.062915995       -1
## 10044 0.96675900 0.016937574       -1
## 10045 0.91828255 0.030512156       -1
## 10046 0.96952909 0.084696630        1
## 10047 0.93628809 0.107142857        1
## 10048 0.96398892 0.111083865       -1
## 10049 0.99722992 0.056041127       -1
## 10050 0.83102493 0.036642612       -1
## 10051 0.96537396 0.036642612       -1
## 10052 0.92520776 0.051092973       -1
## 10053 0.99445983 0.057661319       -1
## 10054 0.91551247 0.027153542       -1
## 10055 0.97368421 0.054158201       -1
## 10056 0.83102493 0.049779304       -1
## 10057 0.91412742 0.075176907       -1
## 10058 0.85872576 0.097947173       -1
## 10059 0.94182825 0.067732782       -1
## 10060 0.93490305 0.037518391       -1
## 10061 0.84072022 0.049779304       -1
## 10062 0.98614958 0.020265536       -1
## 10063 0.94875346 0.207419603        1
## 10064 0.93628809 0.095757724       -1
## 10065 0.97091413 0.046714076       -1
## 10066 0.82409972 0.055309851       -1
## 10067 0.92936288 0.066419113       -1
## 10068 0.96675900 0.045400406       -1
## 10069 0.99722992 0.045838296       -1
## 10070 0.71745152 0.050655083       -1
## 10071 0.93213296 0.046718454       -1
## 10072 0.95844875 0.072549569        1
## 10073 0.97922438 0.062040216       -1
## 10074 0.95152355 0.057661319       -1
## 10075 0.94736842 0.082621033       -1
## 10076 0.83102493 0.042773068       -1
## 10077 0.96537396 0.086562040       -1
## 10078 0.96952909 0.041897289       -1
## 10079 0.93074792 0.049779304       -1
## 10080 0.91551247 0.027153542       -1
## 10081 0.99307479 0.059412877       -1
## 10082 0.96121884 0.017524347       -1
## 10083 0.95013850 0.039707840       -1
## 10084 0.93074792 0.061164436        1
## 10085 0.86842105 0.259970749        1
## 10086 0.86842105 0.259970749        1
## 10087 0.97783934 0.047589855       -1
## 10088 0.83795014 0.145243642       -1
## 10089 0.94598338 0.067294892       -1
## 10090 0.97783934 0.047629265       -1
## 10091 0.69529086 0.061164436       -1
## 10092 0.93905817 0.073863238       -1
## 10093 0.93905817 0.089189379       -1
## 10094 0.96121884 0.080431584       -1
## 10095 0.92382271 0.180270441        1
## 10096 0.99722992 0.033910180       -1
## 10097 0.84626039 0.090503048       -1
## 10098 0.90027701 0.192531353        1
## 10099 0.94321330 0.091991873       -1
## 10100 0.99030471 0.037518391       -1
## 10101 0.93905817 0.416297380        1
## 10102 0.84487535 0.180270441       -1
## 10103         NA 0.090940937        1
## 10104 0.94598338 0.047686191       -1
## 10105 0.83102493 0.058537098       -1
## 10106 0.91828255 0.039269950       -1
## 10107 0.99307479 0.080431584        1
## 10108 0.92243767 0.051968752       -1
## 10109 0.92659280 0.044581553       -1
## 10110 0.87257618 0.093568276       -1
## 10111 0.96675900 0.171306838       -1
## 10112 0.90720222 0.021653647       -1
## 10113 0.94321330 0.073425349       -1
## 10114 0.99861496 0.046022210       -1
## 10115 0.99861496 0.046022210       -1
## 10116 0.83933518 0.105391298        1
## 10117 0.93905817 0.044524627       -1
## 10118 0.91551247 0.027153542       -1
## 10119 0.86565097 0.134729910       -1
## 10120 0.83795014 0.041021509       -1
## 10121 0.97368421 0.125205808        1
## 10122 0.92105263 0.108456526        1
## 10123 0.99722992 0.046022210       -1
## 10124 0.99722992 0.046022210       -1
## 10125 0.96952909 0.111959644       -1
## 10126 0.87119114 0.102326070        1
## 10127 0.94736842 0.067732782        1
## 10128 0.96952909 0.102326070       -1
## 10129 0.83379501 0.141298255       -1
## 10130 0.87257618 0.071148322       -1
## 10131 0.97091413 0.112835424       -1
## 10132 0.97091413 0.052358474       -1
## 10133 0.93905817 0.054158201        1
## 10134 0.87811634 0.033139494       -1
## 10135 0.94736842 0.073425349       -1
## 10136 0.97506925 0.071673790        1
## 10137 0.94875346 0.045400406       -1
## 10138 0.94182825 0.132102571       -1
## 10139 0.95152355 0.106267078       -1
## 10140 0.97229917 0.106704967        1
## 10141 0.83102493 0.120717439        1
## 10142 0.93905817 0.077804246       -1
## 10143 0.96537396 0.146115042        1
## 10144 0.99307479 0.203040706        1
## 10145 0.98060942 0.094444055       -1
## 10146 0.98753463 0.108018637        1
## 10147 0.92936288 0.097509283       -1
## 10148 0.86426593 0.108894416       -1
## 10149 0.86426593 0.108894416       -1
## 10150 0.69252078 0.145239263       -1
## 10151 0.94182825 0.120717439       -1
## 10152 0.94459834 0.049779304       -1
## 10153 0.99584488 0.119403769        1
## 10154 0.84626039 0.198661809        1
## 10155 0.93628809 0.260583795        1
## 10156 0.96121884 0.147428712       -1
## 10157 0.83102493 0.139108807        1
## 10158 0.99722992 0.058537098        1
## 10159 0.99722992 0.058537098        1
## 10160 0.95429363 0.054158201       -1
## 10161 0.95844875 0.081745253       -1
## 10162         NA 0.036642612       -1
## 10163 0.83102493 0.129037343       -1
## 10164 0.92520776 0.093568276       -1
## 10165 0.88365651 0.058099208       -1
## 10166 0.96675900 0.164944300        1
## 10167 0.90027701 0.034453163       -1
## 10168 0.83102493 0.172826315       -1
## 10169 0.98337950 0.099698732       -1
## 10170 0.96814404 0.091378827       -1
## 10171 0.77008310 0.027009038       -1
## 10172 0.91135734 0.067294892       -1
## 10173 0.83102493 0.096633504       -1
## 10174 0.83102493 0.051092973       -1
## 10175         NA 0.127723674       -1
## 10176 0.83518006 0.045400406       -1
## 10177 0.96675900 0.053720311       -1
## 10178 0.94321330 0.041021509       -1
## 10179 0.84487535 0.077151790       -1
## 10180 0.96398892 0.045838296       -1
## 10181 0.81717452 0.050217193       -1
## 10182 0.83102493 0.072111679       -1
## 10183 0.95706371 0.121593218       -1
## 10184 0.85457064 0.023505920       -1
## 10185 0.86149584 0.195596581       -1
## 10186 0.86842105 0.046714076       -1
## 10187 0.90858726 0.025695369       -1
## 10188 0.88642659 0.038394171       -1
## 10189 0.88642659 0.026133259       -1
## 10190 0.99722992 0.051968752       -1
## 10191 0.83102493 0.201289147        1
## 10192 0.87811634 0.062915995       -1
## 10193 0.87257618 0.027884817       -1
## 10194 0.98614958 0.124220556        1
## 10195 0.85872576 0.045400406       -1
## 10196 0.94321330 0.107580747       -1
## 10197 0.76177285 0.124220556       -1
## 10198 0.96814404 0.049779304       -1
## 10199 0.85872576 0.049468402       -1
## 10200 0.82825485 0.168885308       -1
## 10201 0.85872576 0.047589855       -1
## 10202 0.99445983 0.051968752       -1
## 10203 0.94875346 0.063791775       -1
## 10204         NA 0.033139494       -1
## 10205 0.90027701 0.067294892       -1
## 10206 0.89473684 0.062040216       -1
## 10207 0.95429363 0.009055559       -1
## 10208 0.95429363 0.009055559       -1
## 10209 0.83102493 0.051092973       -1
## 10210 0.40858726 0.168009528        1
## 10211 0.85872576 0.140860366        1
## 10212         NA 0.045400406       -1
## 10213 0.83102493 0.055033980       -1
## 10214 0.88227147 0.062915995       -1
## 10215 0.91966759 0.036642612       -1
## 10216 0.96121884 0.087875709       -1
## 10217 0.96675900 0.088313599        1
## 10218 0.98891967 0.050217193       -1
## 10219 0.93490305 0.045400406       -1
## 10220 0.88227147 0.097947173       -1
## 10221 0.99584488 0.118090100        1
## 10222 0.99168975 0.071235900       -1
## 10223 0.97368421 0.134729910       -1
## 10224 0.86288089 0.048465634       -1
## 10225 0.99584488 0.076818994       -1
## 10226 0.90027701 0.036642612       -1
## 10227 0.91274238 0.055471870       -1
## 10228         NA 0.071673790       -1
## 10229         NA 0.049779304       -1
## 10230 0.86980609 0.054158201       -1
## 10231 0.97091413 0.025695369       -1
## 10232 0.87257618 0.045400406       -1
## 10233 0.83795014 0.079993694       -1
## 10234 0.83102493 0.078680025       -1
## 10235 0.94736842 0.010369229       -1
## 10236         NA 0.049779304       -1
## 10237         NA 0.080431584       -1
## 10238 0.96260388 0.076052687       -1
## 10239 0.81717452 0.043210958       -1
## 10240 0.82963989 0.076928466       -1
## 10241 0.84349030 0.076052687       -1
## 10242 0.76177285 0.092254607       -1
## 10243 0.94044321 0.038394171       -1
## 10244 0.87257618 0.045400406       -1
## 10245         NA 0.071673790       -1
## 10246 0.95567867 0.076052687       -1
## 10247 0.85734072 0.049779304       -1
## 10248 0.86565097 0.067294892       -1
## 10249 0.69252078 0.022192251       -1
## 10250 0.85041551 0.085686261       -1
## 10251 0.67036011 0.079555805       -1
## 10252 0.96398892 0.047725601       -1
## 10253 0.95290859 0.027884817       -1
## 10254 0.87257618 0.036642612       -1
## 10255 0.79639889 0.036642612       -1
## 10256         NA 0.099260842       -1
## 10257 0.86842105 0.045400406       -1
## 10258 0.95983380 0.132978351       -1
## 10259 0.87257618 0.078088874       -1
## 10260         NA 0.074029636       -1
## 10261 0.85872576 0.034453163       -1
## 10262 0.85872576 0.161441183        1
## 10263 0.88088643 0.073863238       -1
## 10264 0.83102493 0.071673790       -1
## 10265 0.84487535 0.049779304       -1
## 10266 0.97368421 0.084810481       -1
## 10267 0.73407202 0.255587473       -1
## 10268 0.96814404 0.056347649       -1
## 10269 0.96814404 0.063353885       -1
## 10270 0.98614958 0.054158201       -1
## 10271 0.96121884 0.033139494       -1
## 10272 0.85457064 0.208566875       -1
## 10273 0.83102493 0.097947173       -1
## 10274 0.99445983 0.051530862       -1
## 10275 0.87950139 0.041021509       -1
## 10276 0.72714681 0.049779304       -1
## 10277 0.91135734 0.054158201       -1
## 10278 0.88365651 0.054158201       -1
## 10279 0.83795014 0.102326070       -1
## 10280 0.83102493 0.218962377       -1
## 10281 0.87257618 0.038832061       -1
## 10282 0.96537396 0.047589855       -1
## 10283 0.97922438 0.027884817       -1
## 10284 0.92659280 0.062915995       -1
## 10285 0.93351801 0.211798501        1
## 10286 0.96260388 0.227124641       -1
## 10287 0.80332410 0.112835424       -1
## 10288 0.96952909 0.137357248        1
## 10289 0.95706371 0.042773068       -1
## 10290 0.85872576 0.066419113       -1
## 10291 0.81717452 0.062915995       -1
## 10292 0.69252078 0.063353885       -1
## 10293 0.93213296 0.058537098       -1
## 10294 0.96121884 0.255587473       -1
## 10295 0.83102493 0.030074266       -1
## 10296 0.91828255 0.033752540       -1
## 10297         NA 0.087612976       -1
## 10298 0.96952909 0.118527990       -1
## 10299 0.96121884 0.128599454       -1
## 10300         NA 0.080431584       -1
## 10301 0.94875346 0.013434457       -1
## 10302 0.83102493 0.041021509       -1
## 10303 0.93351801 0.080431584       -1
## 10304 0.83933518 0.205230155       -1
## 10305 0.73822715 0.124220556       -1
## 10306 0.83102493 0.129037343       -1
## 10307         NA 0.146115042        1
## 10308 0.93905817 0.135233483        1
## 10309 0.97783934 0.043648847       -1
## 10310 0.93213296 0.038875850       -1
## 10311 0.99584488 0.104077629        1
## 10312 0.96952909 0.188590345        1
## 10313 0.98199446 0.089189379        1
## 10314 0.93628809 0.065981223        1
## 10315 0.99307479 0.090065158       -1
## 10316 0.99861496 0.055033980        1
## 10317 0.99584488 0.045763855       -1
## 10318 0.99030471 0.056347649        1
#install.packages("e1071")
library(e1071)
## 
## Attaching package: 'e1071'
## The following object is masked from 'package:mltools':
## 
##     skewness
# Print average accuracy and standard deviation
accuracy <- rep(NA, 100)
set.seed(2)
# Calculate accuracies for 100 training/test partitions
for (i in 1:100){
    testdf[, "train"] <- ifelse(runif(nrow(testdf)) < 0.8, 1, 0)
    trainset <- testdf[testdf$train == 1, ]
    testset <- testdf[testdf$train == 0, ]
    trainColNum <- grep("train", names(trainset))
    trainset <- trainset[, -trainColNum]
    testset <- testset[, -trainColNum]
    svm_model <- svm(data.wt5 ~ ., data = trainset, type = "C-classification", kernel = "linear")
    pred_test <- predict(svm_model, testset)
    accuracy[i] <- mean(pred_test == testset$data.wt5)
}
# Print average accuracy and standard deviation
mean(accuracy)
## [1] 0.6886003
sd(accuracy)
## [1] 0.009164209
plot(svm_model,testset)

# Print average accuracy and standard deviation
accuracy <- rep(NA, 10)
set.seed(2)
# Calculate accuracies for 100 training/test partitions
for (i in 1:10){
    testdf[, "train"] <- ifelse(runif(nrow(testdf)) < 0.8, 1, 0)
    trainset <- testdf[testdf$train == 1, ]
    testset <- testdf[testdf$train == 0, ]
    trainColNum <- grep("train", names(trainset))
    trainset <- trainset[, -trainColNum]
    testset <- testset[, -trainColNum]
    svm_model <- svm(data.wt5 ~ ., data = trainset, type = "C-classification", kernel = "radial")
    pred_test <- predict(svm_model, testset)
    accuracy[i] <- mean(pred_test == testset$data.wt5)
}

# Print average accuracy and standard deviation
mean(accuracy)
## [1] 0.6656181
sd(accuracy)
## [1] 0.007764355
plot(svm_model,testset)

5 Week 5 - Neural Networks

5.1 ANN - neuralnet package

preparing data for neuralnet

library(tidyverse)
library(data.table)
## 
## Attaching package: 'data.table'
## The following objects are masked from 'package:dplyr':
## 
##     between, first, last
## The following object is masked from 'package:purrr':
## 
##     transpose
library(neuralnet)
## 
## Attaching package: 'neuralnet'
## The following object is masked from 'package:dplyr':
## 
##     compute
library(caret)
## Loading required package: lattice
## 
## Attaching package: 'caret'
## The following object is masked from 'package:purrr':
## 
##     lift
## The following object is masked from 'package:survival':
## 
##     cluster
#str(data)
#apply(data,2,function(x) sum(is.na(x)))

df <- data.frame(data$Price, data$Living_space, data$Lot, data$Rooms, data$Year_built, data$Garages)

df.house <- na.omit(df)

#dummy <- dummyVars(" ~ .", data=df.house)
#df.house <- data.frame(predict(dummy, newdata = df.house)) 
any(is.na(df.house))
## [1] FALSE
str(df.house)
## 'data.frame':    7974 obs. of  6 variables:
##  $ data.Price       : num  498000 495000 749000 259000 469000 1400000 3500000 630000 364000 1750000 ...
##  $ data.Living_space: num  106 141 163 140 115 ...
##  $ data.Lot         : num  229 517 82 814 244 860 5300 406 973 1460 ...
##  $ data.Rooms       : int  5 6 5 4 4 8 13 10 10 6 ...
##  $ data.Year_built  : num  2005 1994 2013 1900 1968 ...
##  $ data.Garages     : num  2 7 1 1 1 2 7 2 8 2 ...
##  - attr(*, "na.action")= 'omit' Named int [1:2344] 25 26 29 38 44 50 57 70 72 75 ...
##   ..- attr(*, "names")= chr [1:2344] "25" "26" "29" "38" ...
mean(data$Price)
## [1] 540586.6

Prepare for Training

Fit the Network

And calculate the RMSE

5.2 ANN - caret package

#str(df.house)

set.seed(42)
tuGrid <- expand.grid(.layer1=c(1:4), .layer2=c(0,2), .layer3=c(0))

trCtrl <- trainControl(
  method = 'repeatedcv', 
  number = 5, 
  repeats = 5, 
  returnResamp = 'final'
)

models <- train(
  x = df.house %>% select(-data.Price),
  y = df.house_scaled %>% pull(data.Price),
  method = 'neuralnet', metric = 'RMSE', 
  linear.output = TRUE,
  #be careful, does only work on x!
  preProcess = c('center', 'scale'),
  tuneGrid = tuGrid,
  trControl = trCtrl
)
plot(models)
plot(models$finalModel)

6 Week 6 - Agent-based Modelling and Approximate Bayesian Computation

6.1 Result

ABM

ABM